{
 "cells": [
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Creating Plots"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "This notebook takes as input data from three MCMC runs (Utah, Texas, North Carolina) and makes 7 plots per state, as seen in the Partisan Symmetry paper. "
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 1,
   "metadata": {},
   "outputs": [],
   "source": [
    "from plotting_functions import *"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Make plots\n",
    "Use the `makePlot()` function to generate a plot for a specific state/election. Change the parameters in the `if` block of this function to customize the plot (you can do this after generating a default plot and seeing how it looks. The default parameters are set to look nice on NC-SEN16, TX-SEN12, and UT-SEN16, which are the elections we focus on in the paper, and `makePlot()` is set up to run on our original data."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "metadata": {},
   "outputs": [],
   "source": [
    "def makePlot(state_name, election_name):\n",
    "    steps = 100000 # (make this accord to your chain run)\n",
    "    if state_name[0] == \"n\":\n",
    "        state_abbr = \"NC\"\n",
    "        bounds = [7,10]\n",
    "        districts = 13\n",
    "        pg_bound = 0.01\n",
    "    elif state_name[0] == \"t\":\n",
    "        state_abbr = \"TX\"\n",
    "        bounds = [22,27]\n",
    "        districts = 36\n",
    "        pg_bound = 0.03\n",
    "    elif state_name[0] == \"u\":\n",
    "        state_abbr = \"UT\"\n",
    "        bounds = [4,4]\n",
    "        districts = 4\n",
    "        pg_bound = 0.01\n",
    "\n",
    "    datadir = \"../outputs/\" + state_abbr + \"output/\" # change 'output/' to 'output_test/' to generate a plot based on your own data\n",
    "\n",
    "    newdir = \"../plots/High_Res_Plots/\"\n",
    "    os.makedirs(os.path.dirname(newdir + \"init.txt\"), exist_ok=True)\n",
    "    with open(newdir + \"init.txt\", \"w\") as f:\n",
    "        f.write(\"Created Folder\")\n",
    "\n",
    "    max_steps = steps\n",
    "    step_size = 10000 # make this accord to the dump_interval in the ensemble generating script\n",
    "\n",
    "    ts = [x*step_size for x in range(1,int(max_steps/step_size)+1)]\n",
    "\n",
    "    df = pd.DataFrame(columns = ['seats','mm','pg','vs','eg','ce'])\n",
    "\n",
    "    for t in ts:\n",
    "        tempdf = pd.read_csv(datadir + state_name + election_name +\"_data\"+str(t)+\".csv\", delimiter=',')\n",
    "        df = pd.concat([df, tempdf], ignore_index=True)\n",
    "        \n",
    "    visualize(state_abbr+\"-\"+election_name, df, bounds, districts, pg_bound, 0.001, state_name, election_name, str(bounds), newdir)\n",
    "    return"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "metadata": {
    "collapsed": true,
    "jupyter": {
     "outputs_hidden": true
    }
   },
   "outputs": [
    {
     "ename": "KeyboardInterrupt",
     "evalue": "",
     "output_type": "error",
     "traceback": [
      "\u001b[0;31m---------------------------------------------------------------------------\u001b[0m",
      "\u001b[0;31mAttributeError\u001b[0m                            Traceback (most recent call last)",
      "\u001b[0;32m~/miniconda3/lib/python3.8/site-packages/PIL/ImageFile.py\u001b[0m in \u001b[0;36m_save\u001b[0;34m(im, fp, tile, bufsize)\u001b[0m\n\u001b[1;32m    505\u001b[0m     \u001b[0;32mtry\u001b[0m\u001b[0;34m:\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0;32m--> 506\u001b[0;31m         \u001b[0mfh\u001b[0m \u001b[0;34m=\u001b[0m \u001b[0mfp\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mfileno\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0m\u001b[1;32m    507\u001b[0m         \u001b[0mfp\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mflush\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n",
      "\u001b[0;31mAttributeError\u001b[0m: '_idat' object has no attribute 'fileno'",
      "\nDuring handling of the above exception, another exception occurred:\n",
      "\u001b[0;31mKeyboardInterrupt\u001b[0m                         Traceback (most recent call last)",
      "\u001b[0;32m<ipython-input-4-646357a94db8>\u001b[0m in \u001b[0;36m<module>\u001b[0;34m\u001b[0m\n\u001b[1;32m      1\u001b[0m \u001b[0;31m# Example plot:\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0;32m----> 2\u001b[0;31m \u001b[0mmakePlot\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0;34m\"utah\"\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0;34m\"SEN16\"\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0m",
      "\u001b[0;32m<ipython-input-2-b27a1c844ba9>\u001b[0m in \u001b[0;36mmakePlot\u001b[0;34m(state_name, election_name)\u001b[0m\n\u001b[1;32m     35\u001b[0m         \u001b[0mdf\u001b[0m \u001b[0;34m=\u001b[0m \u001b[0mpd\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mconcat\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0;34m[\u001b[0m\u001b[0mdf\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0mtempdf\u001b[0m\u001b[0;34m]\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0mignore_index\u001b[0m\u001b[0;34m=\u001b[0m\u001b[0;32mTrue\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m     36\u001b[0m \u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0;32m---> 37\u001b[0;31m     \u001b[0mvisualize\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mstate_abbr\u001b[0m\u001b[0;34m+\u001b[0m\u001b[0;34m\"-\"\u001b[0m\u001b[0;34m+\u001b[0m\u001b[0melection_name\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0mdf\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0mbounds\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0mdistricts\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0mpg_bound\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0;36m0.001\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0mstate_name\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0melection_name\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0mstr\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mbounds\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0mnewdir\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0m\u001b[1;32m     38\u001b[0m     \u001b[0;32mreturn\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n",
      "\u001b[0;32m~/Desktop/mggg/Partisan-Symmetry-Final/Dataverse/scripts/plotting_functions.py\u001b[0m in \u001b[0;36mvisualize\u001b[0;34m(state, data, inliers, num_dist, pg_bound, mm_bound, state_name, election_name, bound_name, newdir, showPlots)\u001b[0m\n\u001b[1;32m    249\u001b[0m     \u001b[0mfig1\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0msavefig\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mnewdir\u001b[0m\u001b[0;34m+\u001b[0m\u001b[0mstate_name\u001b[0m\u001b[0;34m+\u001b[0m\u001b[0melection_name\u001b[0m\u001b[0;34m+\u001b[0m\u001b[0;34m\"_\"\u001b[0m\u001b[0;34m+\u001b[0m\u001b[0mbound_name\u001b[0m\u001b[0;34m+\u001b[0m\u001b[0;34m\"_all_seats.png\"\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0mdpi\u001b[0m\u001b[0;34m=\u001b[0m\u001b[0;36m1200\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0mbbox_inches\u001b[0m\u001b[0;34m=\u001b[0m\u001b[0;34m'tight'\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m    250\u001b[0m     \u001b[0mfig2\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0msavefig\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mnewdir\u001b[0m\u001b[0;34m+\u001b[0m\u001b[0mstate_name\u001b[0m\u001b[0;34m+\u001b[0m\u001b[0melection_name\u001b[0m\u001b[0;34m+\u001b[0m\u001b[0;34m\"_\"\u001b[0m\u001b[0;34m+\u001b[0m\u001b[0mbound_name\u001b[0m\u001b[0;34m+\u001b[0m\u001b[0;34m\"_pg_seats.png\"\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0mdpi\u001b[0m\u001b[0;34m=\u001b[0m\u001b[0;36m1200\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0mbbox_inches\u001b[0m\u001b[0;34m=\u001b[0m\u001b[0;34m'tight'\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0;32m--> 251\u001b[0;31m     \u001b[0mfig3\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0msavefig\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mnewdir\u001b[0m\u001b[0;34m+\u001b[0m\u001b[0mstate_name\u001b[0m\u001b[0;34m+\u001b[0m\u001b[0melection_name\u001b[0m\u001b[0;34m+\u001b[0m\u001b[0;34m\"_\"\u001b[0m\u001b[0;34m+\u001b[0m\u001b[0mbound_name\u001b[0m\u001b[0;34m+\u001b[0m\u001b[0;34m\"_mm_seats.png\"\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0mdpi\u001b[0m\u001b[0;34m=\u001b[0m\u001b[0;36m1200\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0mbbox_inches\u001b[0m\u001b[0;34m=\u001b[0m\u001b[0;34m'tight'\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0m\u001b[1;32m    252\u001b[0m     \u001b[0mfig4\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0msavefig\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mnewdir\u001b[0m\u001b[0;34m+\u001b[0m\u001b[0mstate_name\u001b[0m\u001b[0;34m+\u001b[0m\u001b[0melection_name\u001b[0m\u001b[0;34m+\u001b[0m\u001b[0;34m\"_\"\u001b[0m\u001b[0;34m+\u001b[0m\u001b[0mbound_name\u001b[0m\u001b[0;34m+\u001b[0m\u001b[0;34m\"_all_dists.png\"\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0mdpi\u001b[0m\u001b[0;34m=\u001b[0m\u001b[0;36m1200\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m    253\u001b[0m     \u001b[0mfiga\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0msavefig\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mnewdir\u001b[0m\u001b[0;34m+\u001b[0m\u001b[0mstate_name\u001b[0m\u001b[0;34m+\u001b[0m\u001b[0melection_name\u001b[0m\u001b[0;34m+\u001b[0m\u001b[0;34m\"_\"\u001b[0m\u001b[0;34m+\u001b[0m\u001b[0mbound_name\u001b[0m\u001b[0;34m+\u001b[0m\u001b[0;34m\"_mm_dist.png\"\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0mdpi\u001b[0m\u001b[0;34m=\u001b[0m\u001b[0;36m1200\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0mbbox_inches\u001b[0m\u001b[0;34m=\u001b[0m\u001b[0;34m'tight'\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n",
      "\u001b[0;32m~/miniconda3/lib/python3.8/site-packages/matplotlib/figure.py\u001b[0m in \u001b[0;36msavefig\u001b[0;34m(self, fname, transparent, **kwargs)\u001b[0m\n\u001b[1;32m   2309\u001b[0m                 \u001b[0mpatch\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mset_edgecolor\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0;34m'none'\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m   2310\u001b[0m \u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0;32m-> 2311\u001b[0;31m         \u001b[0mself\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mcanvas\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mprint_figure\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mfname\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0;34m**\u001b[0m\u001b[0mkwargs\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0m\u001b[1;32m   2312\u001b[0m \u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m   2313\u001b[0m         \u001b[0;32mif\u001b[0m \u001b[0mtransparent\u001b[0m\u001b[0;34m:\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n",
      "\u001b[0;32m~/miniconda3/lib/python3.8/site-packages/matplotlib/backend_bases.py\u001b[0m in \u001b[0;36mprint_figure\u001b[0;34m(self, filename, dpi, facecolor, edgecolor, orientation, format, bbox_inches, pad_inches, bbox_extra_artists, backend, **kwargs)\u001b[0m\n\u001b[1;32m   2208\u001b[0m \u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m   2209\u001b[0m             \u001b[0;32mtry\u001b[0m\u001b[0;34m:\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0;32m-> 2210\u001b[0;31m                 result = print_method(\n\u001b[0m\u001b[1;32m   2211\u001b[0m                     \u001b[0mfilename\u001b[0m\u001b[0;34m,\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m   2212\u001b[0m                     \u001b[0mdpi\u001b[0m\u001b[0;34m=\u001b[0m\u001b[0mdpi\u001b[0m\u001b[0;34m,\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n",
      "\u001b[0;32m~/miniconda3/lib/python3.8/site-packages/matplotlib/backend_bases.py\u001b[0m in \u001b[0;36mwrapper\u001b[0;34m(*args, **kwargs)\u001b[0m\n\u001b[1;32m   1637\u001b[0m             \u001b[0mkwargs\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mpop\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0marg\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m   1638\u001b[0m \u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0;32m-> 1639\u001b[0;31m         \u001b[0;32mreturn\u001b[0m \u001b[0mfunc\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0;34m*\u001b[0m\u001b[0margs\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0;34m**\u001b[0m\u001b[0mkwargs\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0m\u001b[1;32m   1640\u001b[0m \u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m   1641\u001b[0m     \u001b[0;32mreturn\u001b[0m \u001b[0mwrapper\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n",
      "\u001b[0;32m~/miniconda3/lib/python3.8/site-packages/matplotlib/backends/backend_agg.py\u001b[0m in \u001b[0;36mprint_png\u001b[0;34m(self, filename_or_obj, metadata, pil_kwargs, *args)\u001b[0m\n\u001b[1;32m    508\u001b[0m         \"\"\"\n\u001b[1;32m    509\u001b[0m         \u001b[0mFigureCanvasAgg\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mdraw\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mself\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0;32m--> 510\u001b[0;31m         mpl.image.imsave(\n\u001b[0m\u001b[1;32m    511\u001b[0m             \u001b[0mfilename_or_obj\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0mself\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mbuffer_rgba\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0mformat\u001b[0m\u001b[0;34m=\u001b[0m\u001b[0;34m\"png\"\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0morigin\u001b[0m\u001b[0;34m=\u001b[0m\u001b[0;34m\"upper\"\u001b[0m\u001b[0;34m,\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m    512\u001b[0m             dpi=self.figure.dpi, metadata=metadata, pil_kwargs=pil_kwargs)\n",
      "\u001b[0;32m~/miniconda3/lib/python3.8/site-packages/matplotlib/image.py\u001b[0m in \u001b[0;36mimsave\u001b[0;34m(fname, arr, vmin, vmax, cmap, format, origin, dpi, metadata, pil_kwargs)\u001b[0m\n\u001b[1;32m   1603\u001b[0m         \u001b[0mpil_kwargs\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0msetdefault\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0;34m\"format\"\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0mformat\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m   1604\u001b[0m         \u001b[0mpil_kwargs\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0msetdefault\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0;34m\"dpi\"\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0;34m(\u001b[0m\u001b[0mdpi\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0mdpi\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0;32m-> 1605\u001b[0;31m         \u001b[0mimage\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0msave\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mfname\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0;34m**\u001b[0m\u001b[0mpil_kwargs\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0m\u001b[1;32m   1606\u001b[0m \u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m   1607\u001b[0m \u001b[0;34m\u001b[0m\u001b[0m\n",
      "\u001b[0;32m~/miniconda3/lib/python3.8/site-packages/PIL/Image.py\u001b[0m in \u001b[0;36msave\u001b[0;34m(self, fp, format, **params)\u001b[0m\n\u001b[1;32m   2156\u001b[0m \u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m   2157\u001b[0m         \u001b[0;32mtry\u001b[0m\u001b[0;34m:\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0;32m-> 2158\u001b[0;31m             \u001b[0msave_handler\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mself\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0mfp\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0mfilename\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0m\u001b[1;32m   2159\u001b[0m         \u001b[0;32mfinally\u001b[0m\u001b[0;34m:\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m   2160\u001b[0m             \u001b[0;31m# do what we can to clean up\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n",
      "\u001b[0;32m~/miniconda3/lib/python3.8/site-packages/PIL/PngImagePlugin.py\u001b[0m in \u001b[0;36m_save\u001b[0;34m(im, fp, filename, chunk, save_all)\u001b[0m\n\u001b[1;32m   1282\u001b[0m         \u001b[0m_write_multiple_frames\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mim\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0mfp\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0mchunk\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0mrawmode\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m   1283\u001b[0m     \u001b[0;32melse\u001b[0m\u001b[0;34m:\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0;32m-> 1284\u001b[0;31m         \u001b[0mImageFile\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0m_save\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mim\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0m_idat\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mfp\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0mchunk\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0;34m[\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0;34m\"zip\"\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0;34m(\u001b[0m\u001b[0;36m0\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0;36m0\u001b[0m\u001b[0;34m)\u001b[0m \u001b[0;34m+\u001b[0m \u001b[0mim\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0msize\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0;36m0\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0mrawmode\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m]\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0m\u001b[1;32m   1285\u001b[0m \u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m   1286\u001b[0m     \u001b[0mchunk\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mfp\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0;34mb\"IEND\"\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0;34mb\"\"\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n",
      "\u001b[0;32m~/miniconda3/lib/python3.8/site-packages/PIL/ImageFile.py\u001b[0m in \u001b[0;36m_save\u001b[0;34m(im, fp, tile, bufsize)\u001b[0m\n\u001b[1;32m    518\u001b[0m             \u001b[0;32melse\u001b[0m\u001b[0;34m:\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m    519\u001b[0m                 \u001b[0;32mwhile\u001b[0m \u001b[0;32mTrue\u001b[0m\u001b[0;34m:\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0;32m--> 520\u001b[0;31m                     \u001b[0ml\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0ms\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0md\u001b[0m \u001b[0;34m=\u001b[0m \u001b[0me\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mencode\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mbufsize\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0m\u001b[1;32m    521\u001b[0m                     \u001b[0mfp\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mwrite\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0md\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m    522\u001b[0m                     \u001b[0;32mif\u001b[0m \u001b[0ms\u001b[0m\u001b[0;34m:\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n",
      "\u001b[0;31mKeyboardInterrupt\u001b[0m: "
     ]
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 1152x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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b3e2OHj2qRx55RE2bNlX58uVljNEnn3xS4v288MILOdr16tUrz3YPPvhgjnbLli3Tf/3Xfyk8PFzt27dXWlpajvePHDmiqKgozZs3rxhnJbfk5GSNGjVK27dvL9b6Bw8e1KhRo/Tll196pJ6iatq0qZo2bVpou1GjRskY47H9Vq1aNcfvLzw8XK1atdKqVas8sv0L9WZkZHhkewAAAECAB7bxgKT38nvTGDNI0iBJio6OlsvlyndDERERyszM9EBJpcPMmTN17NixHMu++OILjR8/Xp06dXIf6/79+/Xuu++qXr167gCRlZV1WeciLi5OM2fOzLGsdu3aObZhrVVERIQ++OCDHO1iY2Pd7Q4cOKB+/fqpV69e6tixo5566ikNHjxY77//vrv9H/7wB91www26//77PfL72rFjh6ZOnarbb79dcXFxl73+wYMHNXXqVFWtWlXNmzcvcT1FkZWV5T7fhZ0Da22R2l2O2267TePHj1dWVpZ++OEH/eUvf1GPHj30zTffqE6dOiXa9sX1+vmV3svArbUFfp6gcCkpKZxD+AT6ssr88fuC9PR0paamersMwDElCp7GmKclnZO0ML821trZkmZLUnx8vE1ISMh3e5s3b5a/v39JSipVmjRpkmvZ7NmzFRgYqAceeMB9rHFxce6AumzZMq1atUp+fn6XdS7Kly+vNm3aFNjGGKPAwMAC261fv17WWr3xxhsKCAhQenq6xowZ467ln//8p9577z19/fXXHvtdXQg3xphibfPCaGJx1y+uvH6/eblQnydri4yMdP8e27ZtqxtuuEHt2rXTggUL9Oc//7lE2764XqfO56lTp1SuXLkSbcMYo4I+T1A4l8vFOYRPKNN9+fxfYGX2+H1IWlqaYmOZRAjfVezhDGPMAEmdJfW1F4ZIUKDjx49r+fLlSkxMVKVKldzLS9Oo0tmzZxUYGKiAgOz/SYSGhurs2bOSskf5Bg8erMGDB6tevXpF3uYvv/yinj17qlKlSgoKClJUVJTuvPNO7dmzR5988ok6deokSerevbt7+uiFqcZz5sxR8+bNFRERodDQUN1444165ZVX3NtOTk7WDTfcICl7JPbC+jNmzHC3WbBggRo2bKiQkBCFh4crKSlJO3bscL8/YMAAXX/99Tlqrlevnowx2rp1q3vZsGHDFBkZqaysLEl5T7X9xz/+oSZNmig4OFiVKlXS6NGj3e0vlpGRoaeeeko1a9ZUUFCQKlWqpEGDBunkyZNFPq8Xa9mypaTsc12YDz/8UI0bN1Z4eLhCQ0NVs2ZNjR49Ole75ORkJSQkKDQ0VDExMRo9enSOUduTJ0/qoYceUp06dRQaGqrrrrtOiYmJ+te//pVjOzNmzJAxRp9++qmSkpIUHh6uxo0bO3IeAAAAUDoVa8TTGNNB0hhJra21jv6FaB723LVxJWHfKHm2XrhwoX777Tf179/fAxXltG3bNoWHh+vUqVOqVauWHnvsMY0YMSJXu8OHDysiIkLHjx9XbGys+vbtqwkTJriDZrNmzXT8+HHNmDFD99xzj1577TU1atRIkjR9+nQdOnQo17Wjhendu7f27Nmj559/XjVq1NC+ffu0Zs0anThxQi1atNCkSZM0duxY/fGPf1SLFi0kyR1Mdu3apbvuuktxcXHy8/PTunXrNGLECJ06dUqjR4/W9ddfrwULFuj+++/XkCFD1KNHD0lyh9HJkydrzJgxuvvuu/XMM88oPT1df/rTn5SQkKCtW7eqYsWKSkxM1Pz587Vjxw7VqVNHBw4c0A8//KDg4GB9+umn7pC9YcMGNW/eXH5+fnlOm923b586dOig6667TjNnzlRwcLCmTp2qvXv35mp71113ae3atXr88cd12223acuWLZo0aZJ2796tlStXXtb5laT//d//lZQ9vbog27dvV+/evZWUlKRnnnlGQUFBSk5O1o8//phnjX379tXIkSO1bNkyTZkyRdWqVdOwYcMkZY9aHj9+XP/93/+tqlWr6uDBg5o1a5buuOMObd26VdWqVcuxvQEDBuiuu+7So48+qnPnzjlyHgAAAFA6FRo8jTGLJCVIus4YkyrpOWXfxTZY0urz0/L+aa191ME6fcLChQt17bXXqlevXh7dbsuWLdW7d2/deOONOnLkiObPn6+RI0dq7969evHFF93tGjZsqMaNG6tBgwY6ffq0lixZookTJ2rnzp16773sy3Tj4uI0btw4jRw5UsOGDVNMTIz+/ve/Ky0tTRMmTNCcOXMUGhp6WfV9//33evrpp/Xoo//fRQYOHOj+uX79+pKkm266SYmJiTnWnThxovvnzMxMdezYUfv379ecOXM0evRolStXzj3qWLt27RzrHzt2TM8//7zuvvvuHNeotmrVSvXr19eMGTP07LPPqkOHDjLGaOXKlapTp45WrlypsLAwJSUlyeVyadSoUTp27Ji2bNmivn375nucEydO1KlTp7R69Wp3AOzatauqV6+eo93KlSu1fPlyvfLKKxoyZIgkqVu3boqMjNTgwYP11VdfuQN4fqy1ysjIUGZmprZt26ZHHnlE1atXd28vPxs3blRGRobeeustRURESJK6dOmSZ9uhQ4e6Q2a3bt30xRdf6P3333cvi4yMdPcbSTp37py6d++u6OhozZs3T+PGjcuxvc6dO+u1117z6HkAAADA1aHQ4GmtvTePxW86UEve+/fASGNpkJKSon/84x964IEHFBgY6NFtT5s2LcfrPn36qF27dpo+fbqefvppVahQQZL07LPP5mh39913q3z58nrzzTf17LPP6qabbpIkjRs3TkOHDlVqaqpuvPFGBQQE6N5771Xz5s3Vs2dP/f3vf9eYMWO0Z88eNWzYUG+++WaBNwW6EPKstWrXrp2aNGlS5OnFW7Zs0ZNPPqmNGzfq0KFD7mmrQUFBha67bt06nThxQv369ctxh9batWurZs2a+vzzzyVJlSpVUnx8vNatW6fHH39ca9euVbNmzdSmTRs99dRTkqRVq1YpMzNT7du3z3d/mzZtUsOGDXOMOl5zzTVq06aNlixZ4l62fPlyBQYG6v77789RV9euXTV48GB99tlnhQaujz76KMc5qFChgjZs2KCoqKgC17v11lsVEBCg7t27a+DAgWrbtq2qVq2aZ9uePXvmeB0fH68tW7bkWDZ37lxNmzZNP/30k06cOOFenpycnGt7l/7DxRPnAQAAAFeH0nNxoY978803lZWVlevRJU7p3bu3zpw5o2+++abAdvfdd5+k7GsTLxYREaH69esrICBA69at08cff6yZM2dq37596tOnjx577DHt2bNHMTEx6tOnT4H7+PDDD91BuFmzZoqOjs51vWBejh07pvbt22vbtm2aMGGCVq5cqQ0bNuiee+5xX3dakP3790vKHkULCgrK8bVjxw4dOXLE3fa2225zn4Mvv/xSrVu3VlJSkg4dOqTvvvtOa9euVVRUlBo0aJDv/tLS0vIMfpUrV87VLiMjQ9dcc02Omi4EwIMHDxZ6bHfccYc2bNigNWvW6IUXXtDp06fVo0ePQq+NrFevnpYuXaqsrCw9+uijqlatmho2bKgVK1bkanvxdciSFBwcnOO8L1q0SA8++KDi4uI0d+5cuVwubdiwQRERETpz5kyu7V16wwRPnAcAAABcHTzxOBUUwaJFixQfH3/FHvdxQVGfH5nfCGRmZqYef/xxjRo1SjVr1tSiRYvk7++voUOHSsp+5mOzZs107Ngx98jqpapWraoFCxZIyr5z8ezZszVlyhRFRUVpzJgx+da0bt067d27VytXrlS7du3cyy8d4c3PhRA4Y8YMNWzYMNf7F9ebmJioOXPmaM2aNdq5c6fatWunatWqqVatWlq5cqU+//xz9w188lOpUiUdOHAg1/Jff/01x+vIyEgFBwdr9erVeW7n0msj8xIREeF+FmybNm1UoUIFDRs2TJMmTdLzzz9f4LqdO3dW586dderUKa1Zs0bjx49Xz549tWvXLlWpUqXQfV/w7rvv6vrrr9fixYvdy86cOaP09PQ821/aFz1xHgAAAHB1IHheAZ9//rl27dqlCRMmXLF9vvPOOwoODi70kR/z58+XMSbfUPXiiy8qIyNDTz/9tHtZRkaGMjIyFBgYqOPHj0v6/2c/FqZBgwZ65ZVX9Pbbb7unbQYHB0tSrtG6C68vnpp84MABrVq1Kke7kJCQPNdPTExUWFiYdu7cqccff7zAujp06CB/f3+NGzdOFStWdJ+32267TcuWLdMPP/yghx9+uMBtNG3aVK+99pp27drlnm6bnp6utWvX5mjXqVMnzZw5U0eOHFHXrl0L3GZRDRkyRLNmzdIrr7yi0aNHKzw8vNB1ypUrpy5duuj48ePq27evduzYcVnB89SpU7ketzJr1qwiP6/UifMAAACA0ongeQXMnTtX/v7+BU6zXbx4sU6cOKF///vfkqTPPvtMaWlpKl++fI5r466//npVrVpVX331laTsG7RMnDhR3bt3V61atXT06FEtWLBAa9eu1VNPPaVrrrlGUvZdT/v06aO7775bcXFxOn36tJYuXarFixerT58+qlu3bq6aUlNTNWnSJC1evNgd/lq3bi1JevDBB9WjRw/98Y9/VKNGjVSxYsU8j+vQoUNq3bq1fv/736tu3boKDAzU0qVLlZ6erg4dOkjKvqmQv7+/5s2bp+uuu04hISGqX7++EhISVL58eQ0dOlTPPvusfvvtN02aNEkRERE5rieMjY1VxYoVtWTJEt18880qX7684uLiVLlyZY0fP15jx47VgQMH1KlTJ1WsWFE///yz1q9fr4SEBD3yyCOSskcQ69atq6+++kpJSUnuEeDExET3aO2FevPz5JNP6q233lLbtm319NNPu+9qeyFYX9CxY0d16dJF/fr10yOPPKIWLVrIz89PP/74oz799FO99NJL7hsuFZWfn5/GjRun3r1766WXXtL48ePzbDd58mR9/vnnSkpKUo0aNZSWlqbJkycrKipKt9xyy2Xts127dlq9erUeeughde3aVRs3btScOXOKFHolZ84DAAAASieCp8POnDmj//mf/9Edd9yR701cJGn48OE5Hrvx0ksvSZJiYmJyBM/MzMwcI0qxsbHKysrSn//8Zx09elQBAQGKj4/X66+/rkGDBrnbVaxYUREREfrrX/+qQ4cOyRijWrVq6U9/+lO+012HDRum9u3bq23btu5lMTExWrBggcaOHavFixerQYMG7mCWl9DQUDVo0EDz58/X3r175efnpxo1amjWrFnua0MrV66sSZMmadq0aUpKSlJmZqaWL1+ujh076p133tGYMWPUv39/RUVF6dFHH9Xhw4c1depU9z78/f01Y8YMPffcc+rSpYsyMzM1ffp0DR06VE888YSqV6+uKVOmaNCgQTp37pwqV66sZs2a6dZbb81R62233ab//Oc/uvPOO93LkpKSZIxRlSpV3I9oyU+VKlW0YsUKDR8+XI899pgqVKig/v3769y5c7mmBy9dulQTJ07U22+/renTpysoKEgxMTFKTExUTExMgfvJz+9//3tNmjRJr776qkaPHq2wsLBcbW6++WatXLlSEyZM0OHDh1WhQgU1adJE77zzTp7tCzJy5Ej98ssvWrRokf72t7+pfv36Wrp0qe6+++4ib8OJ8wAAAIDSxxR1iqQnxMfH27zudnnB5s2bC7x5C1BaZGZm5ppmiiuLz4uSc7lcSkhI8HYZQImV5b584XnnvvIUgLLs/fffz3MGGnC1qV+//rfW2lzX+3FXWwAAAACAowieAAAAAABHETwBAAAAAI4ieAIAAAAAHFXqgmdWVpa3SwBQyvE5AQAAcHUpVcHTz89PJ0+e9HYZAEq5kydPup+1CgAAgNKvVP3lFhkZqd27d+vEiROMaADIJSsrSydOnNDu3bsVGRnp7XIAAABQRAHeLuBiVapUkSSlpKQQPFGqWWtljPF2GWWSn5+fIiMj3Z8XAAAAKP1KVfCUssMnf1CitCvLDysHAAAALlepmmoLAAAAAPA9BE8AAAAAgKMIngAAAAAARxE8AQAAAACOIngCAAAAABxF8AQAAAAAOKrQ4GmMmWuMSTPGbLlo2bXGmNXGmB3nv0c4WyYAAAAA4GpVlBHPtyR1uGTZWElrrbV1JK09/xoAAAAAgFwKDZ7W2g2SDl+yuJuk+ed/ni+pu2fLAgAAAAD4ioBirlfZWrvv/M/7JVXOr6ExZpCkQZIUHR0tl8tVzF0CpUdKSgp9GVc9+jF8BX1ZZf74fUF6erpSU1O9XQbgmOIGTzdrrTXG2ALeny1ptiTFx8fbhISEku4S8DqXyyX6Mq529GP4ijLdlxdmfyuzx+9D0tLSFBsb6+0yAMcU9662vxpjqkjS+e9pnisJAAAAAOBLihs8P5LU//zP/SUt80w5AAAAAABfU5THqSyS9JWkeGNMqjHmQUmTJLU1xuyQ9LvzrwEAAAAAyKXQazyttffm81YbD9cCAAAAAPBBxZ1qCwAAAABAkRA8AQAAAACOIngCAAAAABxF8AQAAAAAOIrgCQAAAABwFMETAAAAAOAogicAAAAAwFEETwAAAACAowieAAAAAABHETwBAAAAAI4ieAIAAAAAHEXwBAAAAAA4iuAJAAAAAHAUwRMAAAAA4CiCJwAAAADAUQRPAAAAAICjCJ4AAAAAAEcRPAEAAAAAjiJ4AgAAAAAcRfAEAAAAADiqRMHTGDPSGLPVGLPFGLPIGBPiqcIAAAAAAL6h2MHTGFNV0jBJTay1N0nyl9TbU4UBAAAAAHxDSafaBkgqZ4wJkBQqaW/JSwIAAAAA+JKA4q5ord1jjJki6WdJpyStstauurSdMWaQpEGSFB0dLZfLVdxdAqVGSkoKfRlXPfoxfAV9WWX++H1Benq6UlNTvV0G4JhiB09jTISkbpJqSjoq6QNjTD9r7d8ubmetnS1ptiTFx8fbhISEYhcLlBYul0v0ZVzt6MfwFWW6Ly/M/lZmj9+HpKWlKTY21ttlAI4pyVTb30n6yVp7wFqbIelDSS09UxYAAAAAwFeUJHj+LKm5MSbUGGMktZG03TNlAQAAAAB8RbGDp7V2o6TFkr6T9J/z25rtoboAAAAAAD6i2Nd4SpK19jlJz3moFgAAAACADyrp41QAAAAAACgQwRMAAAAA4CiCJwAAAADAUQRPAAAAAICjCJ4AAAAAAEcRPAEAAAAAjiJ4AgAAAAAcRfAEAAAAADiK4AkAAAAAcBTBEwAAAADgKIInAAAAAMBRBE8AAAAAgKMIngAAAAAARxE8AQAAAACOIngCAAAAABxF8AQAAAAAOIrgCQAAAABwFMETAAAAAOAogicAAAAAwFEETwAAAACAowieAAAAAABHlSh4GmMqGmMWG2N+MMZsN8a08FRhAAAAAADfEFDC9f8q6VNrbS9jTJCkUA/UBAAAAADwIcUOnsaYCpLukDRAkqy1ZyWd9UxZAAAAAABfUZIRz5qSDkiaZ4xpKOlbScOttb9d3MgYM0jSIEmKjo6Wy+UqwS6B0iElJYW+jKse/Ri+gr6sMn/8viA9PV2pqaneLgNwTEmCZ4CkmyUNtdZuNMb8VdJYSc9e3MhaO1vSbEmKj4+3CQkJJdglUDq4XC7Rl3G1ox/DV5Tpvrww+1uZPX4fkpaWptjYWG+XATimJDcXSpWUaq3deP71YmUHUQAAAAAA3IodPK21+yX9YoyJP7+ojaRtHqkKAAAAAOAzSnpX26GSFp6/o+2PkgaWvCQAAAAAgC8pUfC01v5LUhPPlAIAAAAA8EUlucYTAAAAAIBCETwBAAAAAI4ieAIAAAAAHEXwBAAAAAA4iuAJAAAAAHAUwRMAAAAA4CiCJwAAAADAUQRPAAAAAICjCJ4AAAAAAEcRPAEAAAAAjiJ4AgAAAAAcRfAEAAAAADiK4AkAAAAAcBTBEwAAAADgKIInAAAAAMBRBE8AAAAAgKMIngAAAAAARxE8AQAAAACOIngCAAAAABxF8AQAAAAAOKrEwdMY42+M+d4Y87EnCgIAAAAA+BZPjHgOl7TdA9sBAAAAAPigEgVPY0yspE6S5nimHAAAAACArynpiOc0SWMkZZW8FAAAAACALwoo7orGmM6S0qy13xpjEgpoN0jSIEmKjo6Wy+Uq7i6BUiMlJYW+jKse/Ri+gr6sMn/8viA9PV2pqaneLgNwTLGDp6RWkroaYzpKCpF0jTHmb9bafhc3stbOljRbkuLj421CQkIJdgmUDi6XS/RlXO3ox/AVZbovL8z+VmaP34ekpaUpNjbW22UAjin2VFtr7ZPW2lhrbQ1JvSV9dmnoBAAAAACA53gCAAAAABxVkqm2btZalySXJ7YFAAAAAPAtjHgCAAAAABxF8AQAAAAAOIrgCQAAAABwFMETAAAAAOAogicAAAAAwFEETwAAAACAowieAAAAAABHETwBAAAAAI4ieAIAAAAAHEXwBAAAAAA4iuAJAAAAAHAUwRMAAAAA4CiCJwAAAADAUQRPAAAAAICjCJ4AAAAAAEcRPAEAAAAAjiJ4AgAAAAAcRfAEAAAAADiK4AkAAAAAcBTBEwAAAADgKIInAAAAAMBRxQ6exphqxph1xphtxpitxpjhniwMAAAAAOAbAkqw7jlJo6y13xljwiV9a4xZba3d5qHaAAAAAAA+oNgjntbafdba787/fFzSdklVPVUYAAAAAMA3lGTE080YU0NSY0kb83hvkKRBkhQdHS2Xy+WJXQJelZKSQl/GVY9+DF9BX1aZP35fkJ6ertTUVG+XATimxMHTGFNe0hJJI6y16Ze+b62dLWm2JMXHx9uEhISS7hLwOpfLJfoyrnb0Y/iKMt2XF2Z/K7PH70PS0tIUGxvr7TIAx5TorrbGmEBlh86F1toPPVMSAAAAAMCXlOSutkbSm5K2W2uneq4kAAAAAIAvKcmIZytJ90lKNMb86/xXRw/VBQAAAADwEcW+xtNa+4Uk48FaAAAAAAA+qETXeAIAAAAAUBiCJwAAAADAUQRPAAAAAICjCJ4AAAAAAEcRPAEAAAAAjiJ4AgAAAAAcRfAEAAAAADiK4AkAAAAAcBTBEwAAAADgKIInAAAAAMBRBE8AAAAAgKMIngAAAAAARxE8AQAAAACOIngCAAAAABxF8AQAAAAAOIrgCQAAAABwFMETAAAAAOAogicAAAAAwFEETwAAAACAowieAAAAAABHETwBAAAAAI4qUfA0xnQwxiQbY3YaY8Z6qigAAAAAgO8odvA0xvhLelVSkqS6ku41xtT1VGEAAAAAAN9QkhHPppJ2Wmt/tNaelfSupG6eKQsAAAAA4CsCSrBuVUm/XPQ6VVKzSxsZYwZJGnT+5QljTHIJ9onCXSfpoLeLADyAvgxfQD/GFWHmGKd3QV+GL6AfXxnV81pYkuBZJNba2ZJmO70fZDPGfGOtbeLtOoCSoi/DF9CP4Svoy/AF9GPvKslU2z2Sql30Ovb8MgAAAAAA3EoSPL+WVMcYU9MYEySpt6SPPFMWAAAAAMBXFHuqrbX2nDHmcUkrJflLmmut3eqxylBcTGuGr6AvwxfQj+Er6MvwBfRjLzLWWm/XAAAAAADwYSWZagsAAAAAQKEIngAAAAAARxE8fYgxpoMxJtkYs9MYM9bb9QDFYYyZa4xJM8Zs8XYtQHEZY6oZY9YZY7YZY7YaY4Z7uyagOIwxIcaYTcaYf5/vyxO8XRNQXMYYf2PM98aYj71dS1lE8PQRxhh/Sa9KSpJUV9K9xpi63q0KKJa3JHXwdhFACZ2TNMpaW1dSc0lD+EzGVeqMpERrbUNJjSR1MMY0925JQLENl7Td20WUVQRP39FU0k5r7Y/W2rOS3pXUzcs1AZfNWrtB0mFv1wGUhLV2n7X2u/M/H1f2HzpVvVsVcPlsthPnXwae/+LOlLjqGGNiJXWSNMfbtZRVBE/fUVXSLxe9ThV/5ACA1xljakhqLGmjl0sBiuX89MR/SUqTtNpaS1/G1WiapDGSsrxcR5lF8AQAwCHGmPKSlkgaYa1N93Y9QHFYazOttY0kxUpqaoy5ycslAZfFGNNZUpq19ltv11KWETx9xx5J1S56HXt+GQDAC4wxgcoOnQuttR96ux6gpKy1RyWtE9fh4+rTSlJXY0yKsi9HSzTG/M27JZU9BE/f8bWkOsaYmsaYIEm9JX3k5ZoAoEwyxhhJb0rabq2d6u16gOIyxkQZYyqe/7mcpLaSfvBqUcBlstY+aa2NtdbWUPbfyJ9Za/t5uawyh+DpI6y15yQ9Lmmlsm9i8b61dqt3qwIunzFmkaSvJMUbY1KNMQ96uyagGFpJuk/Z/1X/1/mvjt4uCiiGKpLWGWM2K/uf3KuttTyKAsBlM9ZyYzIAAAAAgHMY8QQAAAAAOIrgCQAAAABwFMETAAAAAOAogicAAAAAwFEETwAAAACAowieAAAAAABHETwBAAAAAI76P4ELl3YfrFchAAAAAElFTkSuQmCC\n",
      "text/plain": [
       "<Figure size 1152x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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hlAsAAAAAKO68GZp7UlKccy7VzEIlfWlmy51z/8zW7l3n3BMFXyIAAAAAIJDkG0RdxvNdUjM/hma+mBMcAAAAAHBRvLpH1MyCzex7ScmSVjrn1uXSrJuZbTSzRWZWoyCLBAAAAAAEDq9mzXXOpUlqYmYVJC0xs2udc5vOafJ3SQuccyfN7FFJcyXFZd+PmfWX1F+SoqKilJCQkOcxIyMjlZaW5u33APwmPT3d3yWUeM658/4+Qf4SExM5hwgI9OUMnIPiLSUlRUlJSf4uAyhUF/T4FufcYTNbI6mdpE3nLD9wTrOZkl7KY/sZkmZIUkxMjIuNjc3zWBs3blRwcPCFlAf4DX3Vv8xM5/t9gvwlJCRwDhEQSnxfnp/xo0SfgwCQnJys6Ohof5cBFCpvZs2tlHklVGZWWtIdkn7I1qbqOR87SdpagDUGhGbNmsnMcn3dcsstnnaHDx/Wo48+qmbNmqlcuXIyM3388ceXfJwXX3wxS7vu3bvn2u6hhx7K0u7DDz/U7373O0VERKht27ZKTk7Osv7QoUOqVKmS5syZcxFnJadt27Zp2LBh2rr14rrQ/v37NWzYMH311VcFUo+3mjVrpmbNmuXbbtiwYTKzAjtu9erVs/z7RUREqFWrVvr0008LZP9n6z19+nSB7A8AAACQvLsiWlXSXDMLVkZwfc8595GZjZX0rXNuqaTBZtZJ0hlJByX1LayCi6vp06fr8OHDWZZ9+eWXeuGFF9ShQwfPsl9//VULFy5UgwYNLjpQ1KtXT6+//nqWZXXr1s3RLjIyUosWLcqy7Nz/fdu3b5969+6tHj166M4779TIkSP1+OOPZ9lm2LBhuvrqq9WvX78LrjM3O3bs0KRJk3TrrbfqmmuuueDtDxw4oEmTJik6OlqtWrUqkJq8MX36dJ8dK7ubb75ZY8aMUXp6un744QeNHz9eXbt21YYNGxQTE+O3ugAAAIC8eDNr7kZJTXNZPuqc9yMljSzY0gLLddddl2PZG2+8odDQ0Cwhrm7dujpy5IikjKuRFxNEy5Urp7i4HLfo5hAaGnredp999pmcc5oxY4ZCQkJ0+PBhPf300571//znP7Vw4UJ98803F1xjoMnt39dXKlas6Pl3/P3vf6+YmBi1adNGc+fO1Z///Ge/1eWt48ePq3Tp0v4uAwAAAD7k1ay5KHhHjx7VsmXLFBcXp8qVK3uWBwUVnX+SU6dOKTQ0VCEhGf9fUaZMGZ06dUpSxgQ9AwYM0IABA9SgQQOv97lr1y5169ZNlStXVlhYmCpVqqTbbrtNu3fv1scff6w777xTktSlSxfPcNOzQ5NnzpypFi1aKDIyUmXKlNE111yjV1991bPvbdu26eqrr5Yk/eEPf/BsP3XqVE+befPmqXHjxipVqpQiIiIUHx+vH3/80bO+b9++uvLKK7PU3KBBA5mZNm/e7Fk2ePBgVaxY0TNRUW5Dc//xj3/ohhtuUHh4uCpXrqzhw4fnOrHR6dOn9cwzz+iqq65SWFiYKleurP79++vYsWNen9dz3XTTTZIyznV+PvjgAzVt2lQREREqU6aMrrrqKg0fPjxHu23btik2NlZlypRRtWrVNHz48CyTiR07dkwPP/yw6tatqzJlyuiKK65QXFycvv/++yz7mTp1qsxMn3zyieLj4xUREaGmTZsWynkAAABA0XVBkxUVBfZIwd1fdyncm5f2KNX58+frt99+U58+fQqoov9vy5YtioiI0PHjx1W7dm09/vjjGjJkSI52Bw8eVGRkpI4eParo6Gjdd999GjNmjCd4Nm/eXEePHtXUqVN199136/XXX1eTJk0kSVOmTNGBAwdy3Huan549e2r37t0aO3asatWqpb1792rVqlVKTU1Vy5YtNX78eI0YMUJ//OMf1bJlS0nyBJUdO3borrvuUr169RQUFKQ1a9ZoyJAhOn78uIYPH64rr7xS8+bN0wMPPKCBAweqa9eukuQJpxMmTNDTTz+tHj166LnnnlNKSor+9Kc/KTY2Vps3b1aFChUUFxenuXPn6scff1TdunW1b98+/fDDDwoPD9cnn3ziCd1r165VixYtFBQUlOvsznv37lW7du10xRVXaNq0aQoPD9ekSZO0Z8+eHG3vuusurV69Wk888YRuvvlmbdq0SePHj9fOnTu1YsWKCzq/kvR///d/kqQ6deqct93WrVvVs2dPxcfH67nnnlNYWJi2bdumn376Kdca77vvPg0dOlQffvihJk6cqBo1amjw4MGSMq5qHj16VP/zP/+j6tWra//+/Zo+fbpuvfVWbd68WTVqZH2iU9++fXXXXXfpscce05kzZwrlPAAAAKDoKnZBNFDMnz9fl19+ubp3716g+73pppvUs2dPXXPNNTp06JDmzp2roUOHas+ePXrppf8/mXHjxo3VtGlTNWrUSCdOnNDixYs1btw4bd++Xe+++66kjHtNR40apaFDh2rw4MGqVq2a/v73vys5OVljxozRzJkzVaZMmQuq71//+peeffZZPfbYY55l5w5NbtiwoSTp2muvzTFseNy4cZ73aWlpat++vX755RfNnDlTw4cPV+nSpT1XJevUqZNl+yNHjmjs2LHq0aOH3nvvPc/yVq1aqWHDhpo6daqef/55tWvXTmamFStWqG7dulqxYoXKli2r+Ph4JSQkaNiwYTpy5Ig2bdqk++67L8/vOW7cOB0/flwrV670BMJOnTqpZs2aWdqtWLFCy5Yt06uvvqqBAwdKkjp37qyKFStqwIAB+vrrrz2BPC/OOZ0+fVppaWnasmWLHn30UdWsWdOzv7ysW7dOp0+f1ltvvaXIyEhJUseOHXNtO2jQIE/o7Ny5s7788ku99957nmUVK1b09BtJOnPmjLp06aKoqCjNmTNHo0aNyrK/Dh06ZLmPuSDOAwAAAIqPYhdEL/VKZFGQmJiof/zjH3rwwQcVGhpaoPuePHlyls+9evVSmzZtNGXKFD377LMqX768JOn555/P0q5Hjx4qV66cZs2apeeff17XXnutJGnUqFEaNGiQkpKSdM011ygkJET33nuvWrRooW7duunvf/+7nn76ae3evVuNGzfWrFmzVK9evTzrOxv6nHNq06aNbrjhBq+HI2/atEkjR47UunXrdODAAc8w17CwsHy3XbNmjVJTU9W7d+8sM8DWqVNHV111lb744gtJUuXKlRUTE6M1a9boiSee0OrVq9W8eXPdfvvteuaZZyRJn376qdLS0tS2bds8j7d+/Xo1btw4y1XJyy67TLfffrsWL17sWbZs2TKFhobqgQceyFJXp06dNGDAAH322Wf5BrClS5dmOQfly5fX2rVrValSpfNud+ONNyokJERdunRRv379dMcdd6h69eq5tu3WrVuWzzExMdq0aVOWZbNnz9bkyZP1888/KzU11bN827ZtOfaX/T9gCuI8AAAAoPgoOjckliCzZs1Senp6jkelFJaePXvq5MmT+vbbb8/b7v7775eUcW/juSIjI9WwYUOFhIRozZo1+uijjzRt2jTt3btXvXr10uOPP67du3erWrVq6tWr13mP8cEHH3iCcfPmzRUVFZXjfsPcHDlyRG3bttWWLVs0ZswYrVixQmvXrtXdd9/tuW/1fH755RdJGVfZwsLCsrx+/PFHHTp0yNP25ptv9pyDr776Sq1bt1Z8fLwOHDig7777TqtXr1alSpXUqFGjPI+XnJycaxCsUqVKjnanT5/WZZddlqWms4Fw//79+X63W2+9VWvXrtWqVav04osv6sSJE+ratWu+91Y2aNBAS5YsUXp6uh577DHVqFFDjRs31vLly3O0Pfc+ZkkKDw/Pct4XLFighx56SPXq1dPs2bOVkJCgtWvXKjIyUidPnsyxv+zPRiuI8wAAAIDio9hdEQ0ECxYsUExMjFq0aOHT43r7/Mq8rlCmpaXpiSee0LBhw3TVVVdpwYIFCg4O1qBBgyRlPMqlefPmOnLkiOfKa3bVq1fXvHnzJEkbN27UjBkzNHHiRFWqVCnLjLzZrVmzRnv27NGKFSvUpk0bz/LsV4DzcjYUTp06VY0bN86x/tx64+LiNHPmTK1atUrbt29XmzZtVKNGDdWuXVsrVqzQF1984ZkQKC+VK1fWvn37ciz/9ddfs3yuWLGiwsPDtXLlylz3k/3eytxERkZ6nkV7++23q3z58ho8eLDGjx+vsWPHnnfbDh06qEOHDjp+/LhWrVql0aNHq1u3btqxY4eqVq163m3PtXDhQl155ZVZHu1z8uRJpaSk5No+e18siPMAAACA4oMg6mNffPGFduzYoTFjxvjsmO+8847Cw8N1ww03nLfd3LlzZWZ5hqyXXnpJp0+f1rPPPutZdvr0aZ0+fVqhoaE6evSopIx7Fr3RqFEjvfrqq3r77bc9wzzDw8MlKcfVvLOfzx3KvG/fvhyPtylVqlSu28fFxals2bLavn27nnjiifPW1a5dOwUHB2vUqFGqUKGC57zdfPPN+vDDD/XDDz/okUceOe8+mjVrptdff107duzwDM9NSUnR6tWrs7S78847NW3aNB06dEidOnU67z69NXDgQE2fPl2vvvqqhg8froiIiHy3KV26tDp27KijR4/qvvvu048//nhBQfT48eMKDg7Osmz69On5Xuk+qzDOAwAAAIougqiPzZ49W8HBwecdlrto0SKlpqbq3//+t6SM53kmJyerXLlyWe6tu/LKK1W9enV9/fXXkjImfBk3bpy6dOmi2rVr6/Dhw5o3b55Wr16tZ555RpdddpmkjFlVe/XqpR49eqhevXo6ceKElixZokWLFqlXr16qX79+jpqSkpI0fvx4LVq0yBMGW7duLUl66KGH1LVrV/3xj39UkyZNVKFChVy/14EDB9S6dWvdc889ql+/vkJDQ7VkyRKlpKSoXbt2kjImKQoODtacOXN0xRVXqFSpUmrYsKFiY2NVrlw5DRo0SM8//7x+++03jR8/XpGRkVnuR4yOjlaFChW0ePFiXXfddSpXrpzq1aunKlWqaPTo0RoxYoT27dunO++8UxUqVNB///tfff7554qNjdWjjz4qKeMKY/369fX1118rPj7ec4U4Li7OczX3bL15GTlypN566y3dcccdevbZZz2z5p4N2me1b99eHTt2VO/evfXoo4+qZcuWCgoK0k8//aRPPvlEL7/8smcCJ28FBQVp1KhR6tmzp15++WWNHj0613YTJkzQF198ofj4eNWqVUvJycmaMGGCKlWqpOuvv/6CjtmmTRutXLlSDz/8sDp16qR169Zp5syZXoVgqXDOAwAAAIougqgPnTx5Un/7299066235jkpjCQ9+eSTWR7z8fLLL0uSqlWrliWIpqWlZbniFB0drfT0dP35z3/W4cOHFRISopiYGL3xxhvq37+/p12FChUUGRmp//3f/9WBAwdkZqpdu7b+9Kc/5Tk8dvDgwWrbtq3uuOMOz7Jq1app3rx5GjFihBYtWqRGjRp5glpuypQpo0aNGmnu3Lnas2ePgoKCVKtWLU2fPt1zb2mVKlU0fvx4TZ48WfHx8UpLS9OyZcvUvn17vfPOO3r66afVp08fVapUSY899pgOHjyoSZMmeY4RHBysqVOn6oUXXlDHjh2VlpamKVOmaNCgQXrqqadUs2ZNTZw4Uf3799eZM2dUpUoVNW/eXDfeeGOWWm+++Wb95z//0W233eZZFh8fLzNT1apVPY+EyUvVqlW1fPlyPfnkk3r88cdVvnx59enTR2fOnMkxnHjJkiUaN26c3n77bU2ZMkVhYWGqVq2a4uLiVK1atfMeJy/33HOPxo8fr9dee03Dhw9X2bJlc7S57rrrtGLFCo0ZM0YHDx5U+fLldcMNN+idd97Jtf35DB06VLt27dKCBQv017/+VQ0bNtSSJUvUo0cPr/dRGOcBAAAARZN5O4yyoMXExLjcZtM8a+PGjeedDAYoKtLS0nIMS4Vv8fvi0iUkJCg2NtbfZQCXrKT35bPPWw+EpwyUZO+9916uI9SA4qZhw4YbnHO53h/IrLkAAAAAAJ8iiAIAAAAAfIogCgAAAADwKYIoAAAAAMCninQQTU9P93cJAIo4fk8AAAAUP0U2iAYFBenYsWP+LgNAEXfs2DHPs14BAABQPBTZv94qVqyonTt3KjU1lSseAHJIT09Xamqqdu7cqYoVK/q7HAAAAFyAkPwamFkpSWslhWe2X+SceyFbm3BJ8yRdL+mApHucc4mXUljVqlUlSYmJiQRRFGnOOZmZv8sokYKCglSxYkXP7wsAAAAUD/kGUUknJcU551LNLFTSl2a23Dn3z3PaPCTpkHPud2bWU9JfJN1zqcVVrVqVPzBR5JX0h6cDAAAAFyrfobkuQ2rmx9DMl8vWrLOkuZnvF0m63bhEBAAAAADIhTdXRGVmwZI2SPqdpNecc+uyNakuaZckOefOmNkRSRUl7c+2n/6S+ktSVFSUEhISLql4oChITEykL6PYox8jUNCXM3AOireUlBQlJSX5uwygUHkVRJ1zaZKamFkFSUvM7Frn3KYLPZhzboakGZIUExPjGM6IQMDQXAQC+jECRYnvy/MzfpTocxAAkpOTFR0d7e8ygEJ1QbPmOucOS1ojqV22Vbsl1ZAkMwuRVF4ZkxYBAAAAAJBFvkHUzCplXgmVmZWWdIekH7I1WyqpT+b77pI+c85lv48UAAAAAACvhuZWlTQ38z7RIEnvOec+MrOxkr51zi2VNEvS22a2XdJBST0LrWIAAAAAQLGWbxB1zm2U1DSX5aPOeX9CUo+CLQ0AAAAAEIgu6B5RAAAAAAAuFUEUAAAAAOBTBFEAAAAAgE8RRAEAAAAAPkUQBQAAAAD4FEEUAAAAAOBTBFEAAAAAgE8RRAEAAAAAPkUQBQAAAAD4FEEUAAAAAOBTBFEAAAAAgE8RRAEAAAAAPkUQBQAAAAD4FEEUAAAAAOBTBFEAAAAAgE8RRAEAAAAAPkUQBQAAAAD4VL5B1MxqmNkaM9tiZpvN7Mlc2sSa2REz+z7zNapwygUAAAAAFHchXrQ5I2mYc+47M4uQtMHMVjrntmRr94VzrkPBlwgAAAAACCT5XhF1zu11zn2X+f6opK2Sqhd2YQAAAACAwOTNFVEPM6slqamkdbmsbmlm/5a0R9JTzrnNuWzfX1J/SYqKilJCQsKF1gsUOYmJifRlFHv0YwQK+nIGzkHxlpKSoqSkJH+XARQqr4OomZWTtFjSEOdcSrbV30mq6ZxLNbP2kv4mqW72fTjnZkiaIUkxMTEuNjb2IssGio6EhATRl1Hc0Y8RKEp8X56f8aNEn4MAkJycrOjoaH+XARQqr2bNNbNQZYTQ+c65D7Kvd86lOOdSM99/LCnUzK4o0EoBAAAAAAHBm1lzTdIsSVudc5PyaBOV2U5m1ixzvwcKslAAAAAAQGDwZmhuK0n3S/qPmX2fuewZSVdKknNuuqTukgaY2RlJxyX1dM65gi8XAAAAAFDc5RtEnXNfSrJ82rwq6dWCKgoAAAAAELi8ukcUAAAAAICCQhAFAAAAAPgUQRQAAAAA4FMEUQAAAACATxFEAQAAAAA+RRAFAAAAAPgUQRQAAAAA4FMEUQAAAACATxFEAQAAAAA+RRAFAAAAAPgUQRQAAAAA4FMEUQAAAACATxFEAQAAAAA+RRAFAAAAAPgUQRQAAAAA4FMEUQAAAACATxFEAQAAAAA+lW8QNbMaZrbGzLaY2WYzezKXNmZmU8xsu5ltNLPrCqdcAAAAAEBxF+JFmzOShjnnvjOzCEkbzGylc27LOW3iJdXNfDWX9HrmTwAAAAAAssj3iqhzbq9z7rvM90clbZVUPVuzzpLmuQz/lFTBzKoWeLUAAAAAgGLPmyuiHmZWS1JTSeuyraouadc5n5Myl+3Ntn1/Sf0lKSoqSgkJCRdWLVAEJSYm0pdR7NGPESjoyxk4B8VbSkqKkpKS/F0GUKi8DqJmVk7SYklDnHMpF3Mw59wMSTMkKSYmxsXGxl7MboAiJSEhQfRlFHf0YwSKEt+X52f8KNHnIAAkJycrOjra32UAhcqrWXPNLFQZIXS+c+6DXJrsllTjnM/RmcsAAAAAAMjCm1lzTdIsSVudc5PyaLZU0gOZs+e2kHTEObc3j7YAAAAAgBLMm6G5rSTdL+k/ZvZ95rJnJF0pSc656ZI+ltRe0nZJxyT1K/BKAQAAAAABId8g6pz7UpLl08ZJGlhQRQEAAAAAApdX94gCAAAAAFBQCKIAAAAAAJ8iiAIAAAAAfIogCgAAAADwKYIoAAAAAMCnCKIAAAAAAJ8iiAIAAAAAfIogCgAAAADwKYIoAAAAAMCnCKIAAAAAAJ8iiAIAAAAAfIogCgAAAADwKYIoAAAAAMCnCKIAAAAAAJ8iiAIAAAAAfIogCgAAAADwKYIoAAAAAMCn8g2iZjbbzJLNbFMe62PN7IiZfZ/5GlXwZQIAAAAAAkWIF23ekvSqpHnnafOFc65DgVQEAAAAAAho+V4Rdc6tlXTQB7UAAAAAAEoAb66IeqOlmf1b0h5JTznnNufWyMz6S+ovSVFRUUpISCigwwP+k5iYSF9GsUc/RqCgL2fgHBRvKSkpSkpK8ncZQKEqiCD6naSazrlUM2sv6W+S6ubW0Dk3Q9IMSYqJiXGxsbEFcHjAvxISEkRfRnFHP0agKPF9eX7GjxJ9DgJAcnKyoqOj/V0GUKguedZc51yKcy418/3HkkLN7IpLrgwAAAAAEJAuOYiaWZSZWeb7Zpn7PHCp+wUAAAAABKZ8h+aa2QJJsZKuMLMkSS9ICpUk59x0Sd0lDTCzM5KOS+rpnHOFVjEAAAAAoFjLN4g65+7NZ/2ryni8CwAAAAAA+brkobkAAAAAAFwIgigAAAAAwKcIogAAAAAAnyKIAgAAAAB8iiAKAAAAAPApgigAAAAAwKcIogAAAAAAnyKIAgAAAAB8iiAKAAAAAPApgigAAAAAwKcIogAAAAAAnyKIAgAAAAB8iiAKAAAAAPApgigAAAAAwKcIogAAAAAAnyKIAgAAAAB8iiAKAAAAAPCpfIOomc02s2Qz25THejOzKWa23cw2mtl1BV8mAAAAACBQeHNF9C1J7c6zPl5S3cxXf0mvX3pZAAAAAIBAlW8Qdc6tlXTwPE06S5rnMvxTUgUzq1pQBQIAAAAAAktIAeyjuqRd53xOyly2N3tDM+uvjKumioqKUkJCQgEcHvCvxMRE+jKKPfoxAgV9OQPnoHhLSUlRUlKSv8sAClVBBFGvOedmSJohSTExMS42NtaXhwcKRUJCgujLKO7oxwgUJb4vz8/4UaLPQQBITk5WdHS0v8sAClVBzJq7W1KNcz5HZy4DAAAAACCHggiiSyU9kDl7bgtJR5xzOYblAgAAAAAgeTE018wWSIqVdIWZJUl6QVKoJDnnpkv6WFJ7SdslHZPUr7CKBQAAAAAUf/kGUefcvfmsd5IGFlhFAAAAAICAVhBDcwEAAAAA8BpBFAAAAADgUwRRAAAAAIBPEUQBAAAAAD5FEAUAAAAA+BRBFAAAAADgUwRRAAAAAIBPEUQBAAAAAD5FEAUAAAAA+BRBFAAAAADgUwRRAAAAAIBPEUQBAAAAAD5FEAUAAAAA+BRBFAAAAADgUwRRAAAAAIBPEUQBAAAAAD5FEAUAAAAA+JRXQdTM2pnZNjPbbmYjclnf18z2mdn3ma+HC75UAAAAAEAgCMmvgZkFS3pN0h2SkiR9Y2ZLnXNbsjV91zn3RCHUCAAAAAAIIN5cEW0mabtz7ifn3ClJCyV1LtyyAAAAAACBKt8ropKqS9p1zuckSc1zadfNzG6V9H+ShjrndmVvYGb9JfWXpKioKCUkJFxwwUBRk5iYSF9GsUc/RqCgL2fgHBRvKSkpSkpK8ncZQKHyJoh64++SFjjnTprZo5LmSorL3sg5N0PSDEmKiYlxsbGxBXR4wH8SEhJEX0ZxRz9GoCjxfXl+xo8SfQ4CQHJysqKjo/1dBlCovBmau1tSjXM+R2cu83DOHXDOncz8OFPS9QVTHgAAAAAg0HgTRL+RVNfMrjKzMEk9JS09t4GZVT3nYydJWwuuRAAAAABAIMl3aK5z7oyZPSFphaRgSbOdc5vNbKykb51zSyUNNrNOks5IOiipbyHWDAAAAAAoxry6R9Q597Gkj7MtG3XO+5GSRhZsaQAAAACAQOTN0FwAAAAAAAoMQRQAAAAA4FMEUQAAAACATxFEAQAAAAA+RRAFAAAAAPgUQRQAAAAA4FMEUQAAAACATxFEAQAAAAA+RRAFAAAAAPgUQRQAAAAA4FMEUQAAAACATxFEAQAAAAA+RRAFAAAAAPgUQRQAAAAA4FMEUQAAAACATxFEAQAAAAA+RRAFAAAAAPiUV0HUzNqZ2TYz225mI3JZH25m72auX2dmtQq8UgAAAABAQMg3iJpZsKTXJMVLqi/pXjOrn63ZQ5IOOed+J+kVSX8p6EIBAAAAAIHBmyuizSRtd8795Jw7JWmhpM7Z2nSWNDfz/SJJt5uZFVyZAAAAAIBAEeJFm+qSdp3zOUlS87zaOOfOmNkRSRUl7T+3kZn1l9Q/82OqmW27mKLhtSuU7d8AKKboywgU9GX4hM0s1OsB9GMECvpy4auZ1wpvgmiBcc7NkDTDl8csyczsW+fcDf6uA7hU9GUECvoyAgH9GIGCvuxf3gzN3S2pxjmfozOX5drGzEIklZd0oCAKBAAAAAAEFm+C6DeS6prZVWYWJqmnpKXZ2iyV1CfzfXdJnznnXMGVCQAAAAAIFPkOzc285/MJSSskBUua7ZzbbGZjJX3rnFsqaZakt81su6SDygir8D+GQSNQ0JcRKOjLCAT0YwQK+rIfGRcuAQAAAAC+5M3QXAAAAAAACgxBFAAAAADgUwTRAGVm7cxsm5ltN7MR/q4HuBhmNtvMks1sk79rAS6WmdUwszVmtsXMNpvZk/6uCbgYZlbKzNab2b8z+/IYf9cEXCwzCzazf5nZR/6upaQiiAYgMwuW9JqkeEn1Jd1rZvX9WxVwUd6S1M7fRQCX6IykYc65+pJaSBrI72QUUyclxTnnGktqIqmdmbXwb0nARXtS0lZ/F1GSEUQDUzNJ251zPznnTklaKKmzn2sCLphzbq0yZuIGii3n3F7n3HeZ748q4w+f6v6tCrhwLkNq5sfQzBezXqLYMbNoSXdKmunvWkoygmhgqi5p1zmfk8QfPQDgd2ZWS1JTSev8XApwUTKHM34vKVnSSuccfRnF0WRJT0tK93MdJRpBFAAAHzCzcpIWSxrinEvxdz3AxXDOpTnnmkiKltTMzK71c0nABTGzDpKSnXMb/F1LSUcQDUy7JdU453N05jIAgB+YWagyQuh859wH/q4HuFTOucOS1oj7+FH8tJLUycwSlXH7WpyZ/dW/JZVMBNHA9I2kumZ2lZmFSeopaamfawKAEsnMTNIsSVudc5P8XQ9wscyskplVyHxfWtIdkn7wa1HABXLOjXTORTvnainjb+TPnHO9/VxWiUQQDUDOuTOSnpC0QhmTYrznnNvs36qAC2dmCyR9LSnGzJLM7CF/1wRchFaS7lfG/7p/n/lq7++igItQVdIaM9uojP/0Xumc49EXAC6KOcdkZwAAAAAA3+GKKAAAAADApwiiAAAAAACfIogCAAAAAHyKIAoAAAAA8CmCKAAAAADApwiiAAAAAACfIogCAAAAAHzq/wE//g9ejmMKlgAAAABJRU5ErkJggg==\n",
      "text/plain": [
       "<Figure size 1152x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 1152x576 with 4 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 576x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 576x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 576x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 576x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "# Example plot:\n",
    "makePlot(\"texas\", \"SEN12\")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 138,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 1152x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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DBg1ITU1l8+bNVxriVaP3Pvfzz0/fF7GxsURHRzsdhmN8OX9v5G4eTD/P385w/v/5Cy1evJgaNWo4HYZjDh065LOfffDtf/vg2/n7cu6g/I0xm621md1mVNN3JW8bM2YMwcHBREVFkZSUxIcffkhsbCyvvPKK06GJiIiIiEguUFEqeVpgYCDTpk1j//79pKWlUalSJSZNmsTjjz/udGgiIiIiIpILVJRKnjZy5EhGjhx5Wet+9913uRyNiIiIiIjkNl3oSERERERERByjolREREREREQco6JUREREREREHKOiVERERERERByjolREREREREQco6JUREREREREHKOiVERERERERByjotQBU6dOxRjjfgQGBlK+fHkeffRRTp06laNtxMTEULt2bYoWLYoxhq+//voqR33pGjRoQIMGDZwOI0vn3ocdO3Y4HYqIiIiIiM/ydzoAXzZnzhwqVKjAsWPHWLp0KdOmTePEiRPMnTv3ousOHDiQwMBAFi9eTFBQEDfeeOPVD/gSvfXWW06HICIiIiIieZyKUgfVr1+fmjVrkpqaSufOndm9ezeLFi1i1qxZFCpUKMv1UlNTiYuLY8iQIbRv396LEefM6dOnKVq0KPXq1XM6FBERERERyePy5/RdY/LWI5fUqVOHM2fOkJCQkGWfqVOn4u/vT1paGq+//jrGGCIiIgDYuHEjbdq0ITw8nMDAQCpXrsyjjz7KyZMn3es/8MADhIaGkpyc7LHd06dPU7x4cfr37+9u27JlC61atSI4OJjAwEDq1KnDRx995LHe8OHDMcbwww8/0KxZM4oVK+YulC+cvrty5UqMMbz//vv06dOHkJAQQkJC6NKlC4cOHfLY7r59+2jfvj3XXHMNxYsXp1u3brz//vsYY1i5cmW2x7Fbt26Eh4ezbt06brzxRooUKUJERAQvvfRStusBzJw5k0aNGhESEkKxYsW44YYbeOONNzL0M8YwdOhQXnrpJSIiIggKCqJ+/fps3rzZo9/SpUupW7cuwcHBFCtWjMqVK/Pkk09eNA4REREREV+RP4vSAmrPnj1cc801hIeHZ9mna9eufPbZZwD06NGDmJgYPvzwQwD++9//Urt2bV5//XWWLVvGQw89xMKFC7nnnnvc6/ft25fDhw/z73//22O7ixcv5vjx4+6iNC4ujubNm7Nt2zZeeeUV5syZQ/HixenRowdLlizJEFfnzp259dZbWbRoEU888US2eT755JMYY5g9ezYjRoxgzZo1DBo0yKNPhw4diI2N5dlnn2Xu3LkULlyYESNGZLvd8508eZL777+f++67j/fff5/GjRvz7LPPMnXq1GzX27VrF507d2b27Nl88MEHtG7dmscff5wJEyZk6LtkyRJWr17NhAkTmDZtGvv27aNz587ugn/79u307NmTChUqMHfuXBYtWsTgwYM9/kggIiIiIuLrNH3XQampqSQnJ/PXX3+xaNEi1qxZwwsvvIC/f9ZvS7ly5ShdujQAkZGRtGjRwr2sT58+7udpaWnccccdFC9enMGDB3PgwAHCw8Np0aIFFStW5N1336V79+7u/gsWLKBKlSrceuutAIwbN47jx4/z5ZdfUrNmTQC6d+9OtWrV+Oc//0m3bt084ho0aBDPPvtsjvJu1KiR+7zZzp07s2PHDhYtWkRaWhp+fn4sW7aMzZs3M2vWLHeR3KVLF1q2bMn+/ftztI+TJ08yefJk/vGPfwDpxXzTpk0ZN24cgwcPxs8v87/HjBs3zv08NTWVdu3akZCQwMyZMzOMcPr7+7Nu3TqKFCnibuvXrx+ff/45d9xxB99++y3JycnMnTuXkJAQgDw53VpERERExEkaKXVQnTp1CAgIoGzZsjz++OP06tWLZ555xr08JSWF5ORk9yM1NTXb7R05coRHHnmE8uXLU6RIEQICAnjkkUew1vLrr7+6+3Xv3p21a9dy9OhRAA4cOEBsbKzHiOrXX39NnTp13AUppBdhXbp04bfffuPIkSMe+z5/3Yu56667PF7XqlWLs2fPsnfvXgC++uorChUqxH333efRr0uXLjneR6FChejdu7dHW/fu3dm/fz9xcXFZrvfLL7/Qvn17wsLCCAgIICAggEWLFmW6zm233eZRkJ47h/Zc3/r16+Pv70+nTp2YO3euOz8REREREfmf/FmUWpu3Hpdp/vz5bNy4kUWLFtGkSRPmz5/PtGnT3MubNGniLowCAgJ46qmnst1ez549mT9/PoMGDWLFihVs3LiR8ePHA3DmzBl3vwEDBnD27FneffddAObOnUtqaioDBgxw9zl69ChhYWEZ9lGmTBmstRw8eNCjvUKFCjnOOzQ01OP1ucLu3O1w9u/fT3BwsEfBB1C2bNkc7yOz9cuUKQOkT5POzLFjx2jdujXbtm1j7NixrFmzho0bN9KjRw/Onj2boX+pUqUyzeP06dMA1KxZk2XLlpGWlsZDDz1E+fLlqVOnDqtWrcpxHiIiIiIiBV2Opu8aY+KA40AqkGKtvcUYUwpYBFQC4oAe1tojxhgDvA60A04Bfa21P+Z+6Plf3bp13Vffbd++PTVq1OCf//wnvXv3pnjx4sycOZNjx465+5cvXz7LbZ06dYqYmBieeOIJj2m0P/30U4a+119/PfXq1eODDz7gscceY+HChTRo0ICqVau6+5QsWTJD4QmQkJCAMcY9hficrKbDXo6yZcty/Phx/v77b4/CMqdTd4FM1z93AamKFStmus6GDRvYt28fa9asoVWrVu72yZMnX2IG/3P33Xdz9913c/r0adatW8eYMWPo2rUru3btuqQiW0RERESkoLqUSuJ2a+1N1tpbXK9HAjHW2mpAjOs1QFugmusxEJieW8EWZEWLFuWll17i8OHDTJw4EYDatWvTrFkz96NSpUpZrn/69GlSU1MpXLiwR/v8+fMz7d+rVy++++47Vq5cyc8//0yvXr08ljdp0oSff/6ZHTt2uNtSUlJYtmwZN9xwg/scyauhSZMmpKam8t5773m0X3jl3+ykpqZmyP3DDz+kbNmyWR7HcyO15x/DgwcPui8sdSWKFi1K+/btGT58OKdPn+b333+/4m2KiIiIiBQEV3Kho45AtOv5PCAWeNrV/q611gLfGGNKGmPKWmtzPszlo3r16sX48eN58803efrppwkKCsrxuqGhodSpU4fp06dTrlw5wsLCmDVrFgcOHMi0/wMPPMAzzzxDv379KFKkCA888IDH8pEjR7Jo0SJatWrFqFGjKFGiBNOnT2fPnj0sXrz4ivK8mM6dO1OvXj2GDh3KwYMHqV69OosXL2b79u1AzkZlg4KCeO655zh48CBRUVG8//77fPXVV0ydOjXL9aOjo7nmmmsYMmQIzz33HCdPnmT8+PGEhIRw4sSJS85jwoQJfPHFF7Rt25ZKlSqRmJjIhAkTKF26NDfffPMlb09EREREpCDKaVFqgc+MMRZ421r7DhB+XqGZAJy7j0kE8Od568a72jyKUmPMQNJHUilTpgyxsbFZ7jwkJOSiF/nJT6zrPNS0tDRSU1NJS0tzLxs9ejTdunVj4sSJWV7N9tyxsNZ6HJeFCxcycOBAnnrqKYoUKcLdd99N3759uffee937OickJIQWLVqwevVq2rdvT3BwsMfy8uXLs379ep588klGjBjB2bNnuf7661m4cCGdOnXyiOFcTFkVe+f6nsvzwrjPbeP89uXLl/PQQw/x/PPP4+fnxx133MGoUaN47LHHKFGiRLafB2stQUFBvPvuuwwbNozff/+d0NBQXnjhBR5++OEMsZ/bb3h4OO+99x5PP/00ffr0oXTp0gwaNIjDhw8zadKkDPu8WB5169ZlzZo1jB07lsOHD1OiRAluueUW5s+fT2BgYIb33hddjfyttdl+n+QlcXFx+SbWq8GX8/dm7nnxGCclJREfH+90GI5JSEjIk++Lt/jyv33w7fx9OXdQ/tkxNgcX6jHGRFhr9xpjwoC1wBBghbW25Hl9jlhrQ4wxnwDjrbVfutpjgKettT9ktf2oqCh7/jTRC23ZsoXatWvnNKd8JzU1lUKFCjkdhmNymn+fPn1YvHgxhw8fpmjRoln269atG1988UWWo8R5id773M8/P31fxMbGEh0d7XQYjvHl/L2Ru3nQAGBnXP4F+a6WxYsXU6NGDafDcMyhQ4d89rMPvv1vH3w7f1/OHZS/MWbzeaeCesjRSKm1dq/rZ6IxZhnQADhwblquMaYskOjqvhc4/4o8ka42kRybOnUqx44dc98uZuXKlSxYsICHHnoo24JURERERETyl4sWpcaYIMDPWnvc9bwV8DywAugDjHf9XO5aZQXwqDFmIdAQOKbzSeVSXXPNNUybNo0///yTs2fPEhkZyciRI3n++eedDk1ERERERHJRTkZKw4Fl6Xd6wR9431q72hjzPbDYGDMA2AP0cPVfSfrtYHaSfkuYfrketRR4/fr1o1+/y/voLFmyJJejERERERGRq+WiRam1djdQJ5P2v4CWmbRbYHCuRCciIiIiIiIF2qXcp1REREREREQkV6koFREREREREceoKBURERERERHHqCgVERERERERx6goFREREREREceoKBURERERERHHqCh1wMqVKzHGuB/+/v4YYwgODvbo9+WXX9KsWTPCwsIoUqQI1157Lc2bNycmJiZH+zl16hQPPfQQpUuXJjAwkJtuuonVq1d79Nm6dSv9+/enevXqFCtWjNKlS9OyZUu++eabDNsbM2YM4eHhhIaG8uijj5KamuqxfMOGDQQFBbFjx45LPCKZW7lyJcOHD8+wn5z6+uuvGT58OImJibkST04ZYxg+fPhF+zVo0IDGjRvnyj537Njh8ZkqVKgQ1157LR07dmTXrl25so8GDRpw880358q2RERERETOueh9SuXqefHFF2ncuDHWWowxFC5c2GP54cOHqVKlCn369CEiIoKEhASmTJlCmzZtWLduHc2bN892+/feey/r169n7NixXHfddbzxxht06tSJDRs2uIuhTz75hC+//JJevXpxyy23cOTIEV599VWio6NZt24dt956KwAff/wxL774Ii+//DLBwcE88cQTREVFMWTIEABSUlIYPHgwQ4cOJSoqKleOT0xMDK+99hrjx4+nUKFCl7z+Dz/8wGuvvUb//v0JCwvLlZhyIiYmhkqVKnltf+cbPHgwXbp04ezZs2zatImJEyfSvn17fvrpJ4oUKeJITCIiIiIi2VFR6qAbb7yRFi1akJqammnR1aFDBzp06ODR1rlzZ8LCwpgzZ062Rek333zDihUreP3113nssccAaNu2LdWrV+fZZ591j7b27duXp59+Gj+//w2at2vXjsqVK/Paa6+5i9JPP/2Upk2bukcAN27cyOrVq91F6YQJEzhz5gyjR4++giNSMLRo0cKxfVetWtW9/zZt2pCcnMzLL7/Mpk2bHI0rp06fPk3RokWdDkNEREREvEjTd/OZ4OBgAgIC8PfP/u8JH330Ef7+/vTr18/dVrhwYTp16sQXX3zB6dOnAShbtqxHQQoQGhpKpUqV2L9/v7vt7NmzBAYGul8XK1aMv//+G4D4+HjGjRvHlClTLmk0buPGjTRt2pTQ0FACAwOJjIykd+/eAAwfPpzXXnsNgICAAPe01HOGDRtGjRo1uOaaawgJCaFRo0asX7/evXzq1KnuYvzGG290r39uanFycjKjRo2icuXKBAQEEBYWxsCBAzl16pR7G9WrV+eee+5xv/7rr7/w9/cnPDzcI4969erRtm1b9+vMpu/OnDnTva/rrruO+fPnZ3pM9u3bx3333UdYWBgBAQFUrlyZV199NcfH9EK33HILAHFxcRft++KLL1KlShUCAwMpXrw4N954Y6ZxLl++nBo1ahAYGEi1atUy9Pn111/p3LkzERER7vf1/vvv5+DBgx79unXrRrly5YiJiaFu3boEBgYyePBgIPePg4iIiIjkXfl2pNQ8aC7eyQvsDHvZ6/bv35+jR48SHBzMbbfdxquvvkq1atUy9EtNTSUlJYU//viD559/HoBHHnkk221v376dyMjIDOep1qpVi+TkZLZt25bl+YGJiYn8/vvv9OjRw93WsGFDRowYwaZNmyhZsiQff/yxu+AdMmQILVq04O67785x7seOHaN9+/bUrl2bN998k5IlS7Jr1y6++uorIH0aanx8PIsXL+azzz7LMJK8b98+hgwZQvny5Tlx4gQLFiygdevWbNq0iQYNGtC1a1d27drF66+/zpw5c6hQoQKA+2fnzp2JiYnh0Ucf5dZbb+WXX35h/Pjx7NmzhzVr1gDQtGlT1q5d697nmjVr8Pf3JzExka1bt1KrVi2OHTvG1q1b6dmzZ5a5Ll++nIEDBxIdHc348eNJTEzkqaeeIiUlhcqVK7v7HTlyhKZNm3LmzBlGjhxJ1apVWbVqFU899RRnzpzh//7v/3J8fM/ZvXs3kF5gZ+ett95izJgxDBs2jObNm3P69Gl++ukn/vrrL49+f/zxB8OHD2f48OGEhYXx2muv0a9fP+rVq0fNmjUB+PPPP4mIiGDChAmUKlWK33//nVdffZU777yTn3/+2WN7J06coHfv3gwePJi6detStGjRq3IcRERERCTvyrdFaX5WsmRJd5FSsmRJvv/+eyZPnkzTpk356aefiIiI8Oh/1113uQulUqVKsXTpUurVq5ftPo4ePUrx4sUztIeGhgJw6NChLNd98MEHsdby1FNPudsGDBjA8uXL3dN5GzZsyMiRI1m1ahUxMTFs27YtZ8m7bNmyhaSkJCZOnMgtt9ziLjrPTQeuUqUKkZGRAERHR2c433bRokXu5ykpKXTt2pXq1avz1ltv0aBBA8qVK0fVqlUBqF+/vrtggvTi8tNPP+WNN95wj8x17NiR0NBQHn74Yb7++msaN25MixYtmDt3Lv/5z3+oXr06MTExNG3alJ07d7JmzRpq1arFunXrSElJoVWrVlnmOnbsWCpXrszatWvdedasWZOWLVt6FKX/+te/2LdvH5s3b+bGG290x3X06FEmTpzIU089leE4XCgtLY3k5GTOnDlDbGwsr776Kq1bt3a/b1n5+uuvqV69OhMmTHC3de/ePUO/I0eOsGHDBnd8jRo1okKFCixYsIBx48YB6dOG27Rp416nZcuWREVF0bp1a7766iuaNGniXnbq1ClmzJhBr1693G1PPvnkFR8HEREREck/8m1ReiUjlE5r0qSJxy/mrVq1omXLljRv3pxXXnmF119/3aP/pEmTOHjwIHFxcUyfPp2uXbuycuVKmjVrluuxjRo1ihUrVjB58mSPQs7f35+VK1cSFxdHcnIy1apV4++//+axxx5j1KhRREZG8uKLL/LWW29x6tQp2rZtyzvvvENQUFCm+6lRowbBwcEMGjSIgQMH0rp1a3cRmRPLly/nX//6Fzt27ODYsWPu9t9///2i63766acULlyYBx54gOTkZHd7hw4dePjhh1m/fj2NGzemTZs2+Pn5sXr1aqpXr84XX3xB7969CQ8PZ8OGDYwYMYJ169ZRunRpbrrppkz3lZKSwtatWxk8eLDHaG+LFi0oV66cR9+YmBhq165NVFSUR1xt2rRh0aJF/PjjjzRs2DDb3EaMGMGIESPcr2vUqMHSpUsvekzq16/P/Pnz6du3L507d6ZFixYZRtkBKlas6C4UASIiIihVqhR//PGHu+3MmTOMHTuWhQsXsn//fvc0b4Bt27Z5fPb9/f09RuRz6ziIiIiISP6hc0rziKZNm1KxYkV+/PHHDMtuuOEGbrvtNh544AE2bNhAaGgoo0aNynZ7JUqUICkpKUP7uemY1157bYZlEyZMYNy4cTz99NMMHTo00+1WqlTJPcX4pZdeokiRIjz55JP8+9//Zvz48Xz44Yf88ssv/PTTT9lOswwNDWXNmjWEh4fz1FNPcd1111GtWjXmzZuXbV4AmzZtolu3bgQFBfHGG2+wfv16Nm7cSFRUlEcBlJXExESSk5MpXrw4AQEB7se5Eepzo8ilS5cmKiqK2NhY9u/fz86dO7nzzjtp0aKF+5Y5X3zxRba3dUlISCAlJYUyZcpkWHbhe/DXX3/xww8/eMQUEBDgniZ94TmZmRk6dCgbN25k1apV9OnTh23bttG3b9+LrvfII4/wyiuv8OOPP9KlSxeuvfZaWrVqleH2PiVLlsywbkBAgMdxf+yxx5g4cSLdu3fnww8/5PPPP+fdd98FcJ/LfE5ISEiG86Nz4ziIiIiISP6Rb0dKfVVgYCDXX3/9RafL1qhRg88++4zjx497jHj9+uuvFC5cmBo1anj0nz59Ok8//TQDBw5k/PjxF41j9+7dTJo0iU8//ZRChQqxcuVKmjZt6i7Q7rvvPj744INst9G4cWPWrFnDmTNn+Oqrr/jXv/5F//79qVmzpvsCPZlZtGgRhQoVYtWqVR4XVkpKSsp0yvKFQkNDKVKkiMf5oucrX768+/mtt97KihUrWL16NSVKlKBBgwaUL1+eBx98kLVr1/Lbb78xYMCALPdVpkwZ/P39SUhIyLDs0KFDHlO1S5YsSWhoaIaR8nNq1ap10dwqVqzoHkFv06YNJ06ccBeG2V2t2c/Pzz3KevDgQVasWMGoUaPo3r07W7Zsueh+z/fvf/+bLl268Morr7jbPvnkk0z7nn/xqnNy4ziIiIiISP6hkdI84osvviAuLi7Liw+dc/z4cbZu3UrFihWz7de5c2dSUlI8Rh6Tk5NZtmwZt956q8dtN+bPn8+QIUO45557ePvtt3MU7yOPPEKnTp247bbb3G3nX7n25MmTOdoOpF8VuEWLFrz00kukpaWxdetWAHfBeeG2Tp06RaFChTyuGvzxxx97XC04u/Xvuusu/v77b44cOUKzZs0yPM6/x2jLli05cOAAM2bMoFGjRvj5+REREcF1113H6NGjSU1NpXXr1lnm5u/vT61atfj4449JTU11t2/YsIF9+/Z59L3jjjvYvXs3VapUyTSuzEYpL2bSpEkUKVLkkm7VU7p0aQYMGECHDh1yNB36QmfOnMlwzufs2bNzvP7VOA4iIiIikndppNQBHTt2pFKlStx8882EhITwww8/MGXKFMLCwnj66afd/Xr16kWpUqWoX78+YWFh7N69m7fffpuDBw96/JL/n//8hxo1ajBs2DD3hWqaNGnCXXfdxahRo0hOTqZq1aq8+eab7N271+MWHqtXr+Yf//gHUVFRDBgwwOO2KoGBgR7n/52zdOlSvv/+e4+pna1atWL27Nm8/PLLREREMHPmzAznCp5v4cKFzJgxgw4dOlClShVOnjzJG2+8QVBQkHtE79y5iy+88AJ33303/v7+NGvWjHbt2jFr1iy6d+9O//79+e2335g4cSJhYWEe+6hduzYAr7/+Ov379ycgIID69evTrl072rdvz/3338+gQYNo3Lgxfn5+7N69m9WrV/Pqq6+6R+NatWpFoUKF+Prrrz1GkJs2bcq8efMoW7ZshlHnC40ePZrOnTvTqlUrBg4cSGJiIuPGjcswfXfUqFHuPxo88sgj3HDDDZw4cYLt27ezadMm1q1bl+1+MlO+fHn69u3L22+/zZdffpnlBY/uvfdegoODadKkCWXKlGH79u0sWbLkss5bbt68OUuWLKFWrVpUr16dJUuW8MMPP+R4/atxHEREREQk71JR6oCaNWuyZMkSZs+ezenTp7n22mtp06YN48ePp2zZsu5+DRs2ZO7cuSxYsIDTp08TFhZG3bp1mTlzJg0aNHD3s9aSmppKWlqax34WLVrE448/zksvvcTx48eJiopi2bJlNG3a1N1n7dq1nD17lm3btnHnnXd6rF+uXDn27t3r0Xb69GmGDRvG888/71FUdevWjWeeeYbXXnuNM2fO0Lp1a/fVWDNz7j6Xr7zyCocOHaJYsWLUrl2bjz/+mCpVqgDQo0cPVq9ezZw5c5g0aRLWWqy1dOnShRdffJE333yT1atXc9111zFjxgxeeuklj300atSI4cOH8+6777Jw4ULS0tL47bff3Mdh3LhxzJ8/nylTphAQEEC5cuUyXIAoJCSEGjVqsHXrVo8R0ZYtWzJv3rxMi/YLdezYkbfeeotx48bRu3dvKlSowMsvv8zUqVM9+oWGhvLtt9/yzDPPMHnyZBITEwkODqZKlSp07NjxovvJyujRo1mwYAFjxozJsqBr2rQp7777LkuWLOHEiROULl2arl27elyNN6feeecdHnzwQff7cfvtt7NgwYJspw+f72odBxERERHJm4y1zl/FNioqyl54QZXzbdmyxT3qVRClpqZmuA+nL/Hl/H05d7g6+een74vY2Fiio6OdDsMxvpy/N3I/dz/vvHi1+sWLF190lklBtm3bNp/O/9ChQz77bx/03eeruYPyN8ZsttZmeuEYnVMqIiIiIiIijlFRKiIiIiIiIo5RUSoiIiIiIiKOUVEqIiIiIiIijsk3RemFV5YVEbmQvidERERE8p8cF6XGmELGmJ+MMZ+4Xlc2xnxrjNlpjFlkjAlwtRdxvd7pWl7pioP08+PUqVNXuhkRKeBOnTqFn1+++VubiIiIiHBpI6VDge3nvX4ZmGStvQ44AgxwtQ8AjrjaJ7n6XZHQ0FD27NnDiRMnNBIiIhmkpaVx4sQJ9uzZQ2hoqNPhiIiIiMgl8M9JJ2NMJHAX8BLwhDHGAC2AXq4u84AxwHSgo+s5wBLgDWOMsVdwQ9SyZcsCEBcXVyCLUmst6YfUN/ly/r6cO+Ru/n5+foSGhrq/L0REREQkf8hRUQpMBp4Cgl2vQ4Gj1toU1+t4IML1PAL4E8Bam2KMOebqf+j8DRpjBgIDAcqUKUNsbOzlZVAAxMXFUalSJafDcIwv5+/LuUPu53/o0CF27NiRa9u72uLi4nz+u89X8/dm7nnxGCclJREfH+90GI7x9fwTEhLy5OfSW/TdF+t0GI7x9fyzc9Gi1BhzN5Bord1sjInOrR1ba98B3gGIioqy0dG5tul8JzY2FuUf7XQYjvDl3EH5K3/fzd8rub+X/iMvHuPExEQiIyOdDsMxSUlJPp1/YGBgnvxceou++6KdDsMxvp5/dnIyUtoU6GCMaQcEAsWB14GSxhh/12hpJLDX1X8vUB6IN8b4AyWAv3I9chEREREREcn3LnqhI2vtM9baSGttJaAnsN5aex+wAejm6tYHWO56vsL1Gtfy9VdyPqmIiIiIiIgUXFdy74SnSb/o0U7Szxmd5WqfBYS62p8ARl5ZiCIiIiIiIlJQ5fRCRwBYa2OBWNfz3UCDTPqcAbrnQmwiIiIiIiJSwOku8yIiIiIiIuIYFaUiIiIiIiLiGBWlIiIiIiIi4hgVpSIiIiIiIuIYFaUiIiIiIiLiGBWlIiIiIiIi4hgVpSIiIiIiIuIYFaUiIiIiIiLiGBWlIiIiIiIi4hgVpSIiIiIiIuIYFaUiIiIiIiLiGBWlIiIiIiIi4hgVpSIiIiIiIuIYFaUiIiIiIiLiGBWlIiIiIiIi4hgVpSIiIiIiIuIYFaUiIiIiIiLiGBWlIiIiIiIi4hgVpSIiIiIiIuIYFaUiIiIiIiLiGBWlIiIiIiIi4hgVpSIiIiIiIuIYFaUiIiIiIiLiGBWlIiIiIiIi4hgVpSIiIiIiIuKYixalxphAY8x3xpj/Z4z51Rgz1tVe2RjzrTFmpzFmkTEmwNVexPV6p2t5paucg4iIiIiIiORTORkp/RtoYa2tA9wEtDHGNAJeBiZZa68DjgADXP0HAEdc7ZNc/UREREREREQyuGhRatOdcL0s7HpYoAWwxNU+D+jket7R9RrX8pbGGJNbAYuIiIiIiEjB4Z+TTsaYQsBm4DpgGrALOGqtTXF1iQciXM8jgD8BrLUpxphjQChw6IJtDgQGApQpU4bY2NgrSiQ/i4uLU/4+mr8v5w7KX/n7bv7ezD0vHuOkpCTi4+OdDsMxvp5/QkJCnvxceou++2KdDsMxvp5/dnJUlFprU4GbjDElgWXA9Ve6Y2vtO8A7AFFRUTY6OvpKN5lvxcbGovyjnQ7DEb6cOyh/5e+7+Xsl9/fSf+TFY5yYmEhkZKTTYTgmKSnJp/MPDAzMk59Lb9F3X7TTYTjG1/PPziVdfddaexTYADQGShpjzhW1kcBe1/O9QHkA1/ISwF+5EayIiIiIiIgULDm5+m5p1wgpxpiiwJ3AdtKL026ubn2A5a7nK1yvcS1fb621uRiziIiIiIiIFBA5mb5bFpjnOq/UD1hsrf3EGLMNWGiMeRH4CZjl6j8LmG+M2QkcBnpehbhFRERERESkALhoUWqt3QLUzaR9N9Agk/YzQPdciU5EREREREQKtEs6p1REREREREQkN6koFREREREREceoKBURERERERHHqCgVERERERERx6goFREREREREceoKBURERERERHHqCgVERERERERx6goFREREREREceoKBURERERERHHqCgVERERERERx6goFREREREREceoKBURERERERHHqCgVERERERERx6goFREREREREceoKBURERERERHHqCgVERERERERx6goFREREREREceoKBURERERERHHqCgVERERERERx6goFREREREREceoKBURERERERHHqCgVERERERERx6goFREREREREceoKBURERERERHHXLQoNcaUN8ZsMMZsM8b8aowZ6movZYxZa4z53fUzxNVujDFTjDE7jTFbjDH1rnYSIiIiIiIikj/lZKQ0BRhura0BNAIGG2NqACOBGGttNSDG9RqgLVDN9RgITM/1qEVERERERKRAuGhRaq3db6390fX8OLAdiAA6AvNc3eYBnVzPOwLv2nTfACWNMWVzO3ARERERERHJ/y7pnFJjTCWgLvAtEG6t3e9alACEu55HAH+et1q8q01ERERERETEg39OOxpjrgE+Ah631iYZY9zLrLXWGGMvZcfGmIGkT++lTJkyxMbGXsrqBUpcXJzy99H8fTl3UP7K33fz92buefEYJyUlER8f73QYjvH1/BMSEvLk59Jb9N0X63QYjvH1/LOTo6LUGFOY9IL0PWvtUlfzAWNMWWvtftf03ERX+16g/HmrR7raPFhr3wHeAYiKirLR0dGXl0EBEBsbi/KPdjoMR/hy7qD8lb/v5u+V3N9L/5EXj3FiYiKRkZFOh+GYpKQkn84/MDAwT34uvUXffdFOh+EYX88/Ozm5+q4BZgHbrbWvnbdoBdDH9bwPsPy89gdcV+FtBBw7b5qviIiIiIiIiFtORkqbAr2BrcaYn11to4DxwGJjzABgD9DDtWwl0A7YCZwC+uVmwCIiIiIiIlJwXLQotdZ+CZgsFrfMpL8FBl9hXCIiIiIiIuIDLunquyIiIiIiIiK5SUWpiIiIiIiIOEZFqYiIiIiIiDgmx/cpFRERkdyRmJjIL7/84pV9eWs/IiIil0sjpSIiIiIiIuIYFaUiIiIiIiLiGBWlIiIiIiIi4hgVpSIiIiIiIuIYFaUiIiIiIiLiGBWlIiIiIiIi4hgVpSIiIiIiIuIYFaUiIiIiIiLiGBWlIiIiIiIi4hgVpSIiIiIiIuIYFaUiIiIiIiLiGBWlIiIiIiIi4hgVpSIiIiIiIuIYFaUiIiIiIiLiGBWlIiIiIiIi4hgVpSIiIiIiIuIYFaUiIiIiIiLiGBWlIiIiIiIi4hgVpSIiIiIiIuIYFaUiIiIiIiLiGBWlIiIiIiIi4piLFqXGmNnGmERjzC/ntZUyxqw1xvzu+hniajfGmCnGmJ3GmC3GmHpXM3gRERERERHJ33IyUjoXaHNB20ggxlpbDYhxvQZoC1RzPQYC03MnTBERERERESmILlqUWms3AocvaO4IzHM9nwd0Oq/9XZvuG6CkMaZsLsUqIiIiIiIiBYz/Za4Xbq3d73qeAIS7nkcAf57XL97Vtp8LGGMGkj6aSpkyZYiNjb3MUPK/uLg45e+j+fty7qD8lb/v5p+UlER8fLxX9uWt/VwKb+afF/l6/gkJCT77bx98+7vPl3MH5Z+dyy1K3ay11hhjL2O9d4B3AKKiomx0dPSVhpJvxcbGovyjnQ7DEb6cOyh/5e+7+ScmJhIZGemVfXlrP5ciKSkpT8blLb6ef2BgoM/+2wff/u7z5dxB+Wfncq++e+DctFzXz0RX+16g/Hn9Il1tIiIiIiIiIhlcblG6Aujjet4HWH5e+wOuq/A2Ao6dN81XRERERERExMNFp+8aYz4AooFrjTHxwGhgPLDYGDMA2AP0cHVfCbQDdgKngH5XIWYREREREREpIC5alFpr781iUctM+lpg8JUGJSIiIiIiIr7hcqfvioiIiIiIiFwxFaUiIiIiIiLiGBWlIiIiIiIi4hgVpSIiIiIiIuIYFaUiIiIiIiLimItefVdEREREJLckJibyyy+/OB2GiOQhGikVERERERERx6goFREREREREceoKBURERERERHHqCgVERERERERx6goFREREREREceoKBURERERERHHqCgVERERERERx6goFREREREREceoKBURERERERHHqCgVERERERERx6goFREREREREceoKBURERERERHHqCgVERERERERx6goFREREREREceoKBURERERERHHqCgVERERERERx6goFREREREREceoKBURERERERHHqCgVERERERERx1yVotQY08YYs8MYs9MYM/Jq7ENERERERETyv1wvSo0xhYBpQFugBnCvMaZGbu9HRERERERE8r+rMVLaANhprd1trT0LLAQ6XoX9iIiIiIjkL2PHgjG++RDJgv9V2GYE8Od5r+OBhhd2MsYMBAa6Xp4wxuy4CrHk1LXAIQf37zTl77v5+3LuoPyVvw/kX2tmrcyafSL3bCh/5e+r+Tub++23O7ZrF19+78H5/CtmteBqFKU5Yq19B3jHqf2fzxjzg7X2FqfjcIry9938fTl3UP7K33fz9+XcQfkrf9/N35dzB+Wfl/O/GtN39wLlz3sd6WoTERERERER8XA1itLvgWrGmMrGmACgJ7DiKuxHRERERERE8rlcn75rrU0xxjwKrAEKAbOttb/m9n5yWZ6YRuwg5e+7fDl3UP7K33f5cu6g/JW/7/Ll3EH559n8jbXW6RhERERERETER12N6bsiIiIiIiIiOaKiVERERERERBzj00WpMaaNMWaHMWanMWak0/F4mzFmtjEm0Rjzi9OxeJsxprwxZoMxZpsx5ldjzFCnY/ImY0ygMeY7Y8z/c+U/1umYvM0YU8gY85Mx5hOnY/E2Y0ycMWarMeZnY8wPTsfjbcaYksaYJcaY34wx240xjZ2OyVuMMVGu9/3cI8kY87jTcXmTMWaY63vvF2PMB8aYQKdj8hZjzFBX3r/6wvue2e85xphSxpi1xpjfXT9DnIzxasoi/+6u9z/NGJMnbw2SW7LIf4Lru3+LMWaZMaakgyFeVVnk/4Ir95+NMZ8ZY8o5GeP5fLYoNcYUAqYBbYEawL3GmBrORuV1c4E2TgfhkBRguLW2BtAIGOxj7//fQAtrbR3gJqCNMaaRsyF53VBgu9NBOOh2a+1NefV+ZVfZ68Bqa+31QB186HNgrd3het9vAm4GTgHLnI3Ke4wxEcBjwC3W2htJvyBjT2ej8g5jzI3Ag0AD0j/3dxtjrnM2qqtuLhl/zxkJxFhrqwExrtcF1Vwy5v8L0AXY6PVovG8uGfNfC9xora0N/Ad4xttBedFcMuY/wVpb2/V/wCfAP70dVFZ8tigl/Ut5p7V2t7X2LLAQ6OhwTF5lrd0IHHY6DidYa/dba390PT9O+i+lEc5G5T023QnXy8Kuh89c9cwYEwncBcx0OhbxLmNMCeA2YBaAtfastfaoo0E5pyWwy1q7x+lAvMwfKGqM8QeKAfscjsdbbgC+tdaestamAJ+TXpwUWFn8ntMRmOd6Pg/o5M2YvCmz/K212621OxwKyauyyP8z1+cf4Bsg0uuBeUkW+Sed9zKIPPS7ny8XpRHAn+e9jseHihL5H2NMJaAu8K3DoXiVa/rqz0AisNZa60v5TwaeAtIcjsMpFvjMGLPZGDPQ6WC8rDJwEJjjmr490xgT5HRQDukJfOB0EN5krd0LTAT+APYDx6y1nzkbldf8AjQzxoQaY4oB7YDyDsfkhHBr7X7X8wQg3MlgxFH9gVVOB+FtxpiXjDF/AvehkVKRvMEYcw3wEfD4BX89KvCstamu6RuRQAPX1K4CzxhzN5Bord3sdCwOutVaW4/00xcGG2NuczogL/IH6gHTrbV1gZMU7Ol7mTLGBAAdgA+djsWbXOcPdiT9jxPlgCBjzP3ORuUd1trtwMvAZ8Bq4Gcg1cmYnGbT74uYZ0aKxHuMMf9H+qlc7zkdi7dZa//PWlue9NwfdTqec3y5KN2L518II11t4iOMMYVJL0jfs9YudToep7imLm7Ad84vbgp0MMbEkT5tv4UxZoGzIXmXa7QIa20i6ecTNnA2Iq+KB+LPmxmwhPQi1de0BX601h5wOhAvuwP4r7X2oLU2GVgKNHE4Jq+x1s6y1t5srb0NOEL6OXW+5oAxpiyA62eiw/GIlxlj+gJ3A/e5/jDhq94DujodxDm+XJR+D1QzxlR2/cW4J7DC4ZjES4wxhvRzyrZba19zOh5vM8aUPnfFOWNMUeBO4DdHg/ISa+0z1tpIa20l0v/dr7fW+sRICYAxJsgYE3zuOdCK9Gl9PsFamwD8aYyJcjW1BLY5GJJT7sXHpu66/AE0MsYUc/0/0BIfutCVMSbM9bMC6eeTvu9sRI5YAfRxPe8DLHcwFvEyY0wb0k/f6WCtPeV0PN5mjKl23suO5KHf/fydDsAp1toUY8yjwBrSr74321r7q8NheZUx5gMgGrjWGBMPjLbWznI2Kq9pCvQGtrrOqwQYZa1d6VxIXlUWmOe6CrUfsNha63O3RvFR4cCy9N/H8Qfet9audjYkrxsCvOf6g+RuoJ/D8XiV648RdwKDnI7F26y13xpjlgA/kj517yfgHWej8qqPjDGhQDIwuKBf5Cuz33OA8cBiY8wAYA/Qw7kIr64s8j8MTAVKA58aY3621rZ2LsqrJ4v8nwGKAGtd/w9+Y619yLEgr6Is8m/n+qNsGumf/zyTu/HtUWsRERERERFxki9P3xURERERERGHqSgVERERERERx6goFREREREREceoKBURERERERHHqCgVERERERERx6goFREREREREceoKBURERERERHH/H/sqbVGIsBlyAAAAABJRU5ErkJggg==\n",
      "text/plain": [
       "<Figure size 1152x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 1152x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 1152x576 with 4 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 576x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 576x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 576x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 576x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "# Example plot:\n",
    "makePlot(\"northcarolina\", \"SEN16\")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 139,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 1152x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 1152x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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1efJkjRs3Lseft1GjRtqzZ49Gjhypdu3a6fnnn1ejRo20cuXKHG0PAAAAyCssJ2eDrpXo6Gi3bdu2LJdv3LhRtWvXvoYVwevuvfde7dixQ3v27Llov/r16ys5OVnffvvtNanr/K1rEDj8vsgd+f7+lMgT8vs4tsdT55Fwb3v3b0Bkz8KFC1WjRo1AlwFckVq1an3rnLs9s2VcBozr1tixYxUWFqbo6GglJibqww8/VFxcnF555ZVAlwYAAADgChFWcd0qVKiQpk2bpv379yslJUUVK1bUn//8Zw0ZMiTQpQEAAAC4QoRVXLdGjBihESNG5GjdDRs25HI1AAAAAHITEywBAAAAADyHsAoAAAAA8BzCKgAAAADAcwirAAAAAADPIawCAAAAADyHsAoAAAAA8BzCKgAAAADAcwirHlO/fn2ZWaaPu+++29/v6NGjeuKJJ1S/fn0VK1ZMZqYVK1Zc8X5efPHFdP0efPDBTPs99thj6fotXbpU//Vf/6WwsDC1bNlSCQkJ6Zb/+uuvKlWqlN59990cHJWMtm3bpmHDhmnr1q05Wv/w4cMaNmyYvvzyy1ypJ7vq16+v+vXrX7LfsGHDZGa5tt/IyMh0P7+wsDA1btxYn3zySa5s/3y9Z8+ezZXtAQAAAAUCXQDSmzFjho4ePZqu7YsvvtDzzz+v+++/39928OBBLViwQDVr1sxx6KhWrZrefPPNdG1Vq1bN0C88PFyLFi1K1xYVFeV/fejQIfXs2VOdO3dWmzZtNHLkSPXr1y/dOsOGDdMtt9yi3r17X3admdm5c6cmTZqkJk2aqHr16pe9/pEjRzRp0iRFRUWpcePGuVJTdsyYMeOa7etCd911l8aNG6eUlBT98MMPmjBhgjp27Khvv/1W0dHRAasLAAAAyAxh1WNuvfXWDG1vvfWWQkJC0gW9qlWr6tixY5JSz2rmJKwWK1ZMzZo1u2S/kJCQi/b79NNP5ZzTzJkzVaBAAR09elTPPPOMf/k///lPLViwQF9//fVl15jXZPbzvVZKlizp/zn+93//t6Kjo9WiRQvNmTNHL7/8csDqyq5Tp06pcOHCgS4DAAAA1wiXAXvc8ePHtXz5cjVr1kylS5f2twcFeedHd+bMGYWEhKhAgdT/fRQpUkRnzpyRJKWkpKhv377q27evatasme1t7tmzR506dVLp0qUVGhqqUqVK6d5779XevXu1YsUKtWnTRpLUoUMH/6Wt5y+DnjVrlho2bKjw8HAVKVJE1atX1xtvvOHf9rZt23TLLbdIkp566in/+lOnTvX3mTt3rurUqaNChQopLCxMMTEx2r59u3/5I488ogoVKqSruWbNmjIzbd682d82aNAglSxZUs45SZlfBvyPf/xDt99+uwoWLKjSpUtr+PDhSklJyXBMzp49q2effVaVKlVSaGioSpcurT59+ujkyZPZPq5p3XnnnZJSj/WlfPTRR6pXr57CwsJUpEgRVapUScOHD8/Qb9u2bWratKmKFCmicuXKafjw4UpOTvYvP3nypP7whz+oatWqKlKkiG666SY1a9ZM3333XbrtTJ06VWamjz/+WDExMQoLC1O9evWuynEAAACAN+XJM6v2eO591+9KuLfdFW9j3rx5+u2339SrV69cqCi9LVu2KCwsTKdOnVLlypXVr18/DRkyJEO/X375ReHh4Tp+/LiioqLUo0cPjRs3zh9OGzRooOPHj2vq1Knq0qWL3nzzTdWtW1eSNGXKFB05ciTDd2EvpWvXrtq7d69eeOEFVaxYUfv379fq1at14sQJNWrUSBMmTNCIESP0xz/+UY0aNZIkf5jZuXOnHnjgAVWrVk1BQUFau3athgwZolOnTmn48OGqUKGC5s6dq4cfflj9+/dXx44dJckfYF999VU988wz6ty5s5577jklJibqpZdeUtOmTbV582aVKFFCzZo105w5c7R9+3ZVrVpVhw4d0g8//KCCBQvq448/9gfzdevWqWHDhll+/3T//v1q1aqVbrrpJk2fPl0FCxbUpEmTtG/fvgx9H3jgAa1Zs0YDBgzQXXfdpU2bNmnChAnavXu3YmNjL+v4StL//d//SZKqVKly0X5bt25V165dFRMTo+eee06hoaHatm2bfvzxx0xr7NGjh4YOHaqlS5dq4sSJKl++vAYNGiQp9ezo8ePH9T//8z+KjIzU4cOHNWPGDDVp0kSbN29W+fLl023vkUce0QMPPKAnn3xS586duyrHAQAAAN6UJ8NqXjJv3jzdeOONevDBB3N1u3feeae6du2q6tWr69dff9WcOXM0dOhQ7du3T6+88oq/X506dVSvXj3Vrl1bp0+f1uLFizV+/Hjt2LFD//u//ysp9buvY8aM0dChQzVo0CCVK1dOf/vb35SQkKBx48Zp1qxZKlKkyGXV9+9//1ujRo3Sk08+6W9Lexl0rVq1JEm/+93vMlyiPH78eP/r5ORktW7dWgcOHNCsWbM0fPhwFS5c2H92s0qVKunWP3bsmF544QV17txZCxcu9Lc3btxYtWrV0tSpUzV69Gi1atVKZqbY2FhVrVpVsbGxKlq0qGJiYhQXF6dhw4bp2LFj2rRpk3r06JHl5xw/frxOnTqlVatW+UNju3btdPPNN6frFxsbq+XLl+uNN95Q//79JUnt27dXyZIl1bdvX3311Vf+0J4V55zOnj2r5ORkbdmyRU888YRuvvlm//aysn79ep09e1bvvfeewsPDJUlt27bNtO/AgQP9wbR9+/b64osvtHDhQn9byZIl/eNGks6dO6cOHTooIiJC7777rsaMGZNue/fff3+671XnxnEAAADA9SFPhtXcOKPpBbt27dI//vEPPfroowoJCcnVbU+ePDnd++7du6tFixaaMmWKRo0apeLFi0uSRo8ena5f586dVaxYMb3zzjsaPXq0fve730mSxowZo4EDByo+Pl7Vq1dXgQIF1K1bNzVs2FCdOnXS3/72Nz3zzDPau3ev6tSpo3feeUfVqlXLsr7zwdA5pxYtWuj222/P9qXPmzZt0siRI7V+/XodOXLEf0ltaGjoJdddu3atTpw4oZ49e6ab2bZKlSqqVKmSPv/8c0lS6dKlFR0drbVr12rAgAFas2aNGjRooObNm+vZZ5+VJH3yySdKTk5Wy5Yts9zfhg0bVKdOnXRnN2+44QY1b95cixcv9rctX75cISEhevjhh9PV1a5dO/Xt21effvrpJUPasmXL0h2D4sWLa926dSpVqtRF17vjjjtUoEABdejQQb1799Z9992nyMjITPt26tQp3fvo6Ght2rQpXdvs2bM1efJk/fTTTzpx4oS/fdu2bRm2d+E/aXLjOAAAAOD64J0vPiKDd955RykpKRluE3O1dO3aVUlJSfrmm28u2u+hhx6SlPpdy7TCw8NVq1YtFShQQGvXrtXf//53TZ8+Xfv371f37t3Vr18/7d27V+XKlVP37t0vuo+PPvrIH54bNGigiIiIDN9/zMyxY8fUsmVLbdmyRePGjVNsbKzWrVunLl26+L9HezEHDhyQlHq2LjQ0NN1j+/bt+vXXX/1977rrLv8x+PLLL3XPPfcoJiZGR44c0b/+9S+tWbNGpUqVUu3atbPcX0JCQqZhsUyZMhn6nT17VjfccEO6ms6HxsOHD1/yszVp0kTr1q3T6tWr9eKLL+r06dPq2LHjJb/rWbNmTS1ZskQpKSl68sknVb58edWpU0crV67M0Dft96olqWDBgumO+/z58/XYY4+pWrVqmj17tuLi4rRu3TqFh4crKSkpw/bSzjqdW8cBAAAA14c8eWY1r5g/f76io6PVsGHDa7rf7N7fM6szncnJyRowYICGDRumSpUqaf78+QoODtbAgQMlpd7GpkGDBjp27Jj/DO6FIiMjNXfuXEnSxo0bNXPmTE2cOFGlSpVKN9PwhdauXat9+/YpNjZWLVq08LdfeCY5K+eD49SpU1WnTp0My9PW26xZM82aNUurV6/Wjh071KJFC5UvX16VK1dWbGysPv/8c/8kRlkpXbq0Dh06lKH94MGD6d6XLFlSBQsW1KpVqzLdzoXf9cxMeHi4/169zZs3V/HixTVo0CBNmDBBL7zwwkXXvf/++3X//ffr1KlTWr16tcaOHatOnTpp586dKlu27CX3fd6CBQtUoUKFdLc1SkpKUmJiYqb9LxyLuXEcAAAAcH0grHrU559/rp07d2rcuHHXbJ8ffPCBChYsqNtvv/2i/ebMmSMzyzKIvfLKKzp79qxGjRrlbzt79qzOnj2rkJAQHT9+XJL8M+ReSu3atfXGG2/o/fff919SWrBgQUnKcFbw/Pu0l00fOnQow619ChUqlOn6zZo1U9GiRbVjxw4NGDDgonW1atVKwcHBGjNmjEqUKOE/bnfddZeWLl2qH374QY8//vhFt1G/fn29+eab2rlzp/9S4MTERK1ZsyZdvzZt2mj69On69ddf1a5du4tuM7v69++vGTNm6I033tDw4cMVFhZ2yXUKFy6stm3b6vjx4+rRo4e2b99+WWH11KlTCg4OTtc2Y8aMS54xP+9qHAcAAAB4E2HVo2bPnq3g4OCLXgK8aNEinThxQv/5z38kpd7vNCEhQcWKFUv3Xb8KFSooMjJSX331laTUSWrGjx+vDh06qHLlyjp69Kjmzp2rNWvW6Nlnn9UNN9wgKXW22O7du6tz586qVq2aTp8+rSVLlmjRokXq3r27atSokaGm+Ph4TZgwQYsWLfIHxnvuuUeS9Nhjj6ljx4764x//qLp166pEiRKZfq4jR47onnvu0e9//3vVqFFDISEhWrJkiRITE9WqVStJqRMrBQcH691339VNN92kQoUKqVatWmratKmKFSumgQMHavTo0frtt980YcIEhYeHp/t+ZFRUlEqUKKHFixfr1ltvVbFixVStWjWVKVNGY8eO1YgRI3To0CG1adNGJUqU0M8//6zPPvtMTZs21RNPPCEp9UxljRo19NVXXykmJsZ/prlZs2b+s8Ln683KyJEj9d577+m+++7TqFGj/LMBnw/j57Vu3Vpt27ZVz5499cQTT6hRo0YKCgrSjz/+qI8//livvfaaf9Kp7AoKCtKYMWPUtWtXvfbaaxo7dmym/V599VV9/vnniomJUcWKFZWQkKBXX31VpUqV0m233XZZ+2zRooVWrVqlP/zhD2rXrp3Wr1+vWbNmZSsoS1fnOAAAAMCbCKselJSUpL/+9a9q0qRJlhPZSNLgwYPT3eLktddekySVK1cuXVhNTk5Od+YqKipKKSkpevnll3X06FEVKFBA0dHReuutt9SnTx9/vxIlSig8PFyvv/66jhw5IjNT5cqV9dJLL2V5Ke6gQYPUsmVL3Xffff62cuXKae7cuRoxYoQWLVqk2rVr+8NcZooUKaLatWtrzpw52rdvn4KCglSxYkXNmDHD/13XMmXKaMKECZo8ebJiYmKUnJys5cuXq3Xr1vrggw/0zDPPqFevXipVqpSefPJJ/fLLL5o0aZJ/H8HBwZo6daqef/55tW3bVsnJyZoyZYoGDhyop59+WjfffLMmTpyoPn366Ny5cypTpowaNGigO+64I12td911l77//nvde++9/raYmBiZmcqWLeu/HU5WypYtq5UrV2rw4MHq16+fihcvrl69euncuXMZLl1esmSJxo8fr/fff19TpkxRaGioypUrp2bNmqlcuXIX3U9Wfv/732vChAmaNm2ahg8frqJFi2boc+uttyo2Nlbjxo3TL7/8ouLFi+v222/XBx98kGn/ixk6dKj27Nmj+fPn6y9/+Ytq1aqlJUuWqHPnztnextU4DgAAAPAey+6lmIEQHR3tMpsh9LyNGzdedPIawCuSk5MzXP6Ka4vfF7kjLi5OTZs2DXQZwBXJ7+P4/P3o88rdE/KzhQsXZnqlG3A9qVWr1rfOuUy/h8hswAAAAAAAzyGsAgAAAAA8h7AKAAAAAPAcwioAAAAAwHMuGVbNrLyZrTWzLWa22cwG+9pvNLNVZrbd9xzuazczm2JmO8xso5ndmmZbvXz9t5tZr9z4ACkpKbmxGQB5GL8nAAAArj/ZObN6TtIw51wNSQ0l9TezGpJGSFrjnKsqaY3vvSTFSKrqe/SR9KaUGm4lPS+pgaT6kp4/H3BzXHxQkH777bcr2QSAfODkyZP+++ACAADg+nDJv96cc/udc//yvT4uaaukSEntJc3xdZsjqYPvdXtJc12qf0oqYWZlJbWUtMo594tz7ldJqyS1upLib7zxRv388886fPiwkpKSOHsCIJ2UlBSdOHFCu3fvVsmSJQNdDgAAAC5DgcvpbGYVJdWTtF5SGefcft+iA5LK+F5HStqTZrV4X1tW7Rfuo49Sz8gqIiJCcXFxF60pKChISUlJ3MMSnuack5kFuox868SJEzp06JAudt9mZM+uXbsu+XsZ8DrGcSqOwfUvMTFR8fHxgS4DuGqyHVbNrJikxZKGOOcS0/7h7ZxzZpYrd5Z2zs2UNFOSoqOjXX6+aTfyjvx+A3rkHYxl5AX5fhzPS33K18cgj0hISFBUVFSgywCummx9icvMQpQaVOc55z7yNR/0Xd4r33OCr32vpPJpVo/ytWXVDgAAAABAOtmZDdgkvSNpq3NuUppFyySdn9G3l6Sladof9s0K3FDSMd/lwrGSWphZuG9ipRa+NgAAAAAA0snOZcCNJT0k6Xsz+87X9qykCZIWmtljknZL6uJbtkJSa0k7JJ2U1FuSnHO/mNmLkr729XvBOfdLbnwIAAAAAEDecsmw6pz7QlJWM8M0z6S/k9Q/i23NljT7cgoEAAAAAOQ/3HgQAAAAAOA5hFUAAAAAgOcQVgEAAAAAnkNYBQAAAAB4DmEVAAAAAOA5hFUAAAAAgOcQVgEAAAAAnkNYBQAAAAB4DmEVAAAAAOA5hFUAAAAAgOcQVgEAAAAAnkNYBQAAAAB4DmEVAAAAAOA5hFUAAAAAgOcQVgEAAAAAnkNYBQAAAAB4DmEVAAAAAOA5hFUAAAAAgOcQVgEAAAAAnkNYBQAAAAB4DmEVAAAAAOA5hFUAAAAAgOcQVgEAAAAAnkNYBQAAAAB4DmEVAAAAAOA5hFUAAAAAgOcQVgEAAAAAnkNYBQAAAAB4DmEVAAAAAOA5hFUAAAAAgOcQVgEAAAAAnnPJsGpms80swcw2pWkba2Z7zew736N1mmUjzWyHmW0zs5Zp2lv52naY2Yjc/ygAAAAAgLwiO2dW35PUKpP2Pzvn6voeKyTJzGpI6iqppm+d6WYWbGbBkqZJipFUQ1I3X18AAAAAADIocKkOzrl1ZlYxm9trL2mBcy5J0k9mtkNSfd+yHc65HyXJzBb4+m65/JIBAAAAAHndJcPqRQwws4clfSNpmHPuV0mRkv6Zpk+8r02S9lzQ3iCzjZpZH0l9JCkiIkJxcXFXUCLgDbt27WIsI09gLCMvYByn4hhc/xITExUfHx/oMoCrJqdh9U1JL0pyvufXJD2aGwU552ZKmilJ0dHRrmnTprmxWSCg4uLixFhGXsBYRl6Q78fxvNSnfH0M8oiEhARFRUUFugzgqslRWHXOHTz/2szelvR339u9ksqn6Rrla9NF2gEAAAAASCdHt64xs7Jp3j4g6fxMwcskdTWzgmZWSVJVSRskfS2pqplVMrNQpU7CtCznZQMAAAAA8rJLnlk1s/mSmkq6ycziJT0vqamZ1VXqZcC7JD0hSc65zWa2UKkTJ52T1N85l+zbzgBJsZKCJc12zm3O7Q8DAAAAAMgbsjMbcLdMmt+5SP+XJL2USfsKSSsuqzoAAAAAQL6Uo8uAAQAAAAC4mgirAAAAAADPIawCAAAAADyHsAoAAAAA8BzCKgAAAADAcwirAAAAAADPIawCAAAAADyHsAoAAAAA8BzCKgAAAADAcwirAAAAAADPIawCAAAAADyHsAoAAAAA8BzCKgAAAADAcwirAAAAAADPIawCAAAAADyHsAoAAAAA8BzCKgAAAADAcwirAAAAAADPIawCAAAAADyHsAoAAAAA8BzCKgAAAADAcwirAAAAAADPIawCAAAAADyHsAoAAAAA8BzCKgAAAADAcwirAAAAAADPIawCAAAAADyHsAoAAAAA8BzCKgAAAADAcwirAAAAAADPuWRYNbPZZpZgZpvStN1oZqvMbLvvOdzXbmY2xcx2mNlGM7s1zTq9fP23m1mvq/NxAAAAAAB5QXbOrL4nqdUFbSMkrXHOVZW0xvdekmIkVfU9+kh6U0oNt5Kel9RAUn1Jz58PuAAAAAAAXOiSYdU5t07SLxc0t5c0x/d6jqQOadrnulT/lFTCzMpKailplXPuF+fcr5JWKWMABgAAAABAklQgh+uVcc7t970+IKmM73WkpD1p+sX72rJqz8DM+ij1rKwiIiIUFxeXwxIB79i1axdjGXkCYxl5AeM4Fcfg+peYmKj4+PhAlwFcNTkNq37OOWdmLjeK8W1vpqSZkhQdHe2aNm2aW5sGAiYuLk6MZeQFjGXkBfl+HM9LfcrXxyCPSEhIUFRUVKDLAK6anM4GfNB3ea98zwm+9r2SyqfpF+Vry6odAAAAAIAMchpWl0k6P6NvL0lL07Q/7JsVuKGkY77LhWMltTCzcN/ESi18bQAAAAAAZHDJy4DNbL6kppJuMrN4pc7qO0HSQjN7TNJuSV183VdIai1ph6STknpLknPuFzN7UdLXvn4vOOcunLQJAAAAAABJ2QirzrluWSxqnklfJ6l/FtuZLWn2ZVUHAAAAAMiXcnoZMAAAAAAAVw1hFQAAAADgOYRVAAAAAIDnEFYBAAAAAJ5DWAUAAAAAeA5hFQAAAADgOYRVAAAAAIDnEFYBAAAAAJ5DWAUAAAAAeA5hFQAAAADgOYRVAAAAAIDnEFYBAAAAAJ5DWAUAAAAAeA5hFQAAAADgOYRVAAAAAIDnEFYBAAAAAJ5DWAUAAAAAeA5hFQAAAADgOYRVAAAAAIDnEFYBAAAAAJ5DWAUAAAAAeA5hFQAAAADgOYRVAAAAAIDnEFYBAAAAAJ5DWAUAAAAAeA5hFQAAAADgOYRVAAAAAIDnEFYBAAAAAJ5DWAUAAAAAeA5hFQAAAADgOYRVAAAAAIDnXFFYNbNdZva9mX1nZt/42m40s1Vmtt33HO5rNzObYmY7zGyjmd2aGx8AAAAAAJD35MaZ1Xudc3Wdc7f73o+QtMY5V1XSGt97SYqRVNX36CPpzVzYNwAAAAAgD7oalwG3lzTH93qOpA5p2ue6VP+UVMLMyl6F/QMAAAAArnMFrnB9J+kTM3OS3nLOzZRUxjm337f8gKQyvteRkvakWTfe17Y/TZvMrI9Sz7wqIiJCcXFxV1giEHi7du1iLCNPYCwjL2Acp+IYXP8SExMVHx8f6DKAq+ZKw+pdzrm9ZlZa0ioz+yHtQuec8wXZbPMF3pmSFB0d7Zo2bXqFJQKBFxcXJ8Yy8gLGMvKCfD+O56U+5etjkEckJCQoKioq0GUAV80VXQbsnNvre06QtERSfUkHz1/e63tO8HXfK6l8mtWjfG0AAAAAAKST47BqZkXNLOz8a0ktJG2StExSL1+3XpKW+l4vk/Swb1bghpKOpblcGAAAAAAAvyu5DLiMpCVmdn47HzjnPjazryUtNLPHJO2W1MXXf4Wk1pJ2SDopqfcV7BsAAAAAkIflOKw6536UVCeT9iOSmmfS7iT1z+n+AAAAAAD5x9W4dQ0AAAAAAFeEsAoAAAAA8BzCKgAAAADAcwirAAAAAADPIawCAAAAADyHsAoAAAAA8BzCKgAAAADAcwirAAAAAADPIawCAAAAADyHsAoAAAAA8BzCKgAAAADAcwirAAAAAADPIawCAAAAADyHsAoAAAAA8BzCKgAAAADAcwirAAAAAADPIawCAAAAADyHsAoAAAAA8BzCKgAAAADAcwirAAAAAADPIawCAAAAADyHsAoAAAAA8BzCKgAAAADAcwirAAAAAADPIawCAAAAADyHsAoAAAAA8BzCKgAAAADAcwirAAAAAADPIawCAAAAADyHsAoAAAAA8BzCKgAAAADAc655WDWzVma2zcx2mNmIa71/AAAAAID3XdOwambBkqZJipFUQ1I3M6txLWsAAAAAAHjftT6zWl/SDufcj865M5IWSGp/jWsAAAAAAHhcgWu8v0hJe9K8j5fUIG0HM+sjqY/v7Qkz23aNasvPbpJ0ONBFAFeIcYy8grGMa8Jm2dXcPOMYeQVj+eq7OasF1zqsXpJzbqakmYGuIz8xs2+cc7cHug7gSjCOkVcwlpEXMI6RVzCWA+taXwa8V1L5NO+jfG0AAAAAAPhd67D6taSqZlbJzEIldZW07BrXAAAAAADwuGt6GbBz7pyZDZAUKylY0mzn3OZrWQMyxWXXyAsYx8grGMvICxjHyCsYywFkzrlA1wAAAAAAQDrX+jJgAAAAAAAuibAKAAAAAPAcwmo+ZmatzGybme0wsxGBrgfICTObbWYJZrYp0LUAOWVm5c1srZltMbPNZjY40DUBOWFmhcxsg5n9xzeWxwW6JiCnzCzYzP5tZn8PdC35FWE1nzKzYEnTJMVIqiGpm5nVCGxVQI68J6lVoIsArtA5ScOcczUkNZTUn9/JuE4lSWrmnKsjqa6kVmbWMLAlATk2WNLWQBeRnxFW86/6knY45350zp2RtEBS+wDXBFw259w6Sb8Eug7gSjjn9jvn/uV7fVypfxxFBrYq4PK5VCd8b0N8D2bzxHXHzKIktZE0K9C15GeE1fwrUtKeNO/jxR9GABBwZlZRUj1J6wNcCpAjvksnv5OUIGmVc46xjOvRZEnPSEoJcB35GmEVAACPMLNikhZLGuKcSwx0PUBOOOeSnXN1JUVJqm9mvwtwScBlMbP7JSU4574NdC35HWE1/9orqXya91G+NgBAAJhZiFKD6jzn3EeBrge4Us65o5LWinkFcP1pLKmdme1S6lflmpnZXwJbUv5EWM2/vpZU1cwqmVmopK6SlgW4JgDIl8zMJL0jaatzblKg6wFyysxKmVkJ3+vCku6T9ENAiwIuk3NupHMuyjlXUal/I3/qnOsZ4LLyJcJqPuWcOydpgKRYpU7ksdA5tzmwVQGXz8zmS/pKUrSZxZvZY4GuCciBxpIeUup/77/zPVoHuiggB8pKWmtmG5X6j/FVzjlu+wEgR8w5JmgDAAAAAHgLZ1YBAAAAAJ5DWAUAAAAAeA5hFQAAAADgOYRVAAAAAIDnEFYBAAAAAJ5DWAUAAAAAeA5hFQAAAADgOf8PL0JsP/NG5dEAAAAASUVORK5CYII=\n",
      "text/plain": [
       "<Figure size 1152x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 1152x576 with 4 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 576x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 576x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
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\n",
      "text/plain": [
       "<Figure size 576x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 576x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "# Example plot:\n",
    "makePlot(\"utah\", \"SEN16\")"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Generating all plots\n",
    "Run the below cell to generate every plot for every state/election on which we have data, using our pre-set bounds on seats outliers. Running this cell will take several minutes."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 35,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Plotting northcarolina GOV08\n",
      "Bounds [4, 5]\n",
      "Plotting northcarolina SEN08\n",
      "Bounds [2, 4]\n",
      "Plotting northcarolina SEN10\n",
      "Bounds [9, 11]\n",
      "Plotting northcarolina GOV12\n",
      "Bounds [8, 11]\n",
      "Plotting northcarolina SEN14\n",
      "Bounds [6, 9]\n",
      "Plotting northcarolina PRES12\n",
      "Bounds [6, 9]\n",
      "Plotting northcarolina PRES16\n",
      "Bounds [6, 9]\n",
      "Plotting northcarolina SEN16\n",
      "Bounds [7, 10]\n",
      "Plotting northcarolina GOV16\n",
      "Bounds [6, 9]\n",
      "Plotting texas PRES12\n",
      "Bounds [21, 27]\n",
      "Plotting texas SEN12\n",
      "Bounds [22, 27]\n",
      "Plotting texas SEN14\n",
      "Bounds [25, 30]\n",
      "Plotting texas GOV14\n",
      "Bounds [23, 28]\n",
      "Plotting texas PRES16\n",
      "Bounds [18, 23]\n",
      "Plotting utah PRES16\n",
      "Bounds [3, 3]\n",
      "Plotting utah SEN16\n",
      "Bounds [4, 4]\n",
      "Plotting utah GOV16\n",
      "Bounds [4, 4]\n",
      "CPU times: user 3min 52s, sys: 3.46 s, total: 3min 56s\n",
      "Wall time: 4min\n"
     ]
    }
   ],
   "source": [
    "%%time\n",
    "\n",
    "abbrs = [\"NC\", \"TX\", \"UT\"]\n",
    "\n",
    "names=[\"northcarolina\",\"texas\",\"utah\"]\n",
    "\n",
    "elects = [ [\"GOV08\", \"SEN08\", \"SEN10\", \"GOV12\", \"SEN14\", \"PRES12\", \"PRES16\", \"SEN16\", \"GOV16\"],\n",
    " [\"PRES12\", \"SEN12\", \"SEN14\", \"GOV14\", \"PRES16\"],\n",
    " ['PRES16', 'SEN16', 'GOV16']]\n",
    "\n",
    "bounds = [\n",
    "[ # north carolina\n",
    "[[4,5]],\n",
    "[[2,4]],\n",
    "[[9,11]],\n",
    "[[8,11]],\n",
    "[[6,9]],\n",
    "[[6,9]],\n",
    "[[6,9]],\n",
    "[[7,10]],\n",
    "[[6,9]]\n",
    "],\n",
    "[ # texas\n",
    "[[21,27]],\n",
    "[[22,27]],\n",
    "[[25,30]],\n",
    "[[23,28]],\n",
    "[[18,23]]\n",
    "],\n",
    "[ # utah\n",
    "[[3,3]],\n",
    "[[4,4]],\n",
    "[[4,4]]\n",
    "]\n",
    "]\n",
    "\n",
    "districts = [13,36,4]\n",
    "steps = [100000,100000,100000]\n",
    "pgvalue = [.01,.03,.01]\n",
    "\n",
    "for i in range(3):\n",
    "    temp = 0\n",
    "    for ename in elects[i]:\n",
    "        for bound_name in [0]:\n",
    "\n",
    "            print(\"Plotting\",names[i],ename)\n",
    "            print(\"Bounds\",bounds[i][temp][bound_name])\n",
    "            showPlots = False\n",
    "\n",
    "            election_name = ename\n",
    "            state_name = names[i]\n",
    "            state_abbr = abbrs[i]\n",
    "\n",
    "            datadir = \"../outputs/\" + state_abbr + \"output/\"\n",
    "\n",
    "            newdir = \"../plots/Final_Paper_Plots/\"\n",
    "            os.makedirs(os.path.dirname(newdir + \"init.txt\"), exist_ok=True)\n",
    "            with open(newdir + \"init.txt\", \"w\") as f:\n",
    "                f.write(\"Created Folder\")\n",
    "\n",
    "\n",
    "            max_steps = steps[i]\n",
    "            step_size = 10000\n",
    "\n",
    "            ts = [x*step_size for x in range(1,int(max_steps/step_size)+1)]\n",
    "\n",
    "            df = pd.DataFrame(columns = ['seats','mm','pg','vs','eg','ce'])\n",
    "\n",
    "            for t in ts:\n",
    "                tempdf = pd.read_csv(datadir + state_name + election_name +\"_data\"+str(t)+\".csv\", delimiter=',')\n",
    "                df = pd.concat([df, tempdf], ignore_index=True)\n",
    "            visualize(abbrs[i]+\"-\"+ename, df, bounds[i][temp][bound_name], districts[i], pgvalue[i], 0.001, abbrs[i] + \"_\", ename,str(bounds[i][temp][bound_name]), newdir, showPlots)\n",
    "\n",
    "        temp+=1"
   ]
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": "Python 3",
   "language": "python",
   "name": "python3"
  },
  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
    "version": 3
   },
   "file_extension": ".py",
   "mimetype": "text/x-python",
   "name": "python",
   "nbconvert_exporter": "python",
   "pygments_lexer": "ipython3",
   "version": "3.8.5"
  }
 },
 "nbformat": 4,
 "nbformat_minor": 4
}
